{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 机器学习工程师纳米学位\n",
    "## 模型评价与验证\n",
    "## 项目 1: 预测波士顿房价\n",
    "\n",
    "\n",
    "欢迎来到机器学习工程师纳米学位的第一个项目！在此文件中，有些示例代码已经提供给你，但你还需要实现更多的功能来让项目成功运行。除非有明确要求，你无须修改任何已给出的代码。以**编程练习**开始的标题表示接下来的内容中有需要你必须实现的功能。每一部分都会有详细的指导，需要实现的部分也会在注释中以**TODO**标出。请仔细阅读所有的提示！\n",
    "\n",
    "除了实现代码外，你还**必须**回答一些与项目和实现有关的问题。每一个需要你回答的问题都会以**'问题 X'**为标题。请仔细阅读每个问题，并且在问题后的**'回答'**文字框中写出完整的答案。你的项目将会根据你对问题的回答和撰写代码所实现的功能来进行评分。\n",
    "\n",
    ">**提示：**Code 和 Markdown 区域可通过 **Shift + Enter** 快捷键运行。此外，Markdown可以通过双击进入编辑模式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第一步. 导入数据\n",
    "在这个项目中，你将利用马萨诸塞州波士顿郊区的房屋信息数据训练和测试一个模型，并对模型的性能和预测能力进行测试。通过该数据训练后的好的模型可以被用来对房屋做特定预测---尤其是对房屋的价值。对于房地产经纪等人的日常工作来说，这样的预测模型被证明非常有价值。\n",
    "\n",
    "此项目的数据集来自[UCI机器学习知识库(数据集已下线)](https://archive.ics.uci.edu/ml/datasets.html)。波士顿房屋这些数据于1978年开始统计，共506个数据点，涵盖了麻省波士顿不同郊区房屋14种特征的信息。本项目对原始数据集做了以下处理：\n",
    "- 有16个`'MEDV'` 值为50.0的数据点被移除。 这很可能是由于这些数据点包含**遗失**或**看不到的值**。\n",
    "- 有1个数据点的 `'RM'` 值为8.78. 这是一个异常值，已经被移除。\n",
    "- 对于本项目，房屋的`'RM'`， `'LSTAT'`，`'PTRATIO'`以及`'MEDV'`特征是必要的，其余不相关特征已经被移除。\n",
    "- `'MEDV'`特征的值已经过必要的数学转换，可以反映35年来市场的通货膨胀效应。\n",
    "\n",
    "运行下面区域的代码以载入波士顿房屋数据集，以及一些此项目所需的Python库。如果成功返回数据集的大小，表示数据集已载入成功。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 载入此项目所需要的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import visuals as vs # Supplementary code\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 检查你的Python版本\n",
    "from sys import version_info\n",
    "\n",
    "if version_info.major != 2 and version_info.minor != 7:\n",
    "    raise Exception('请使用Python 2.7来完成此项目')\n",
    "    \n",
    "# 让结果在notebook中显示\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boston housing dataset has 489 data points with 4 variables each.\n"
     ]
    }
   ],
   "source": [
    "# 载入波士顿房屋的数据集\n",
    "data = pd.read_csv('housing.csv')\n",
    "prices = data['MEDV']\n",
    "features = data.drop('MEDV', axis = 1)\n",
    "\n",
    "# 完成\n",
    "print \"Boston housing dataset has {} data points with {} variables each.\".format(*data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第二步. 分析数据\n",
    "在项目的第一个部分，你会对波士顿房地产数据进行初步的观察并给出你的分析。通过对数据的探索来熟悉数据可以让你更好地理解和解释你的结果。\n",
    "\n",
    "由于这个项目的最终目标是建立一个预测房屋价值的模型，我们需要将数据集分为**特征(features)**和**目标变量(target variable)**。\n",
    "- **特征** `'RM'`， `'LSTAT'`，和 `'PTRATIO'`，给我们提供了每个数据点的数量相关的信息。\n",
    "- **目标变量**：` 'MEDV'`，是我们希望预测的变量。\n",
    "\n",
    "他们分别被存在`features`和`prices`两个变量名中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 1：基础统计运算\n",
    "你的第一个编程练习是计算有关波士顿房价的描述统计数据。我们已为你导入了` numpy `，你需要使用这个库来执行必要的计算。这些统计数据对于分析模型的预测结果非常重要的。\n",
    "在下面的代码中，你要做的是：\n",
    "- 计算`prices`中的`'MEDV'`的最小值、最大值、均值、中值和标准差；\n",
    "- 将运算结果储存在相应的变量中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics for Boston housing dataset:\n",
      "\n",
      "Minimum price: $105,000.00\n",
      "Maximum price: $1,024,800.00\n",
      "Mean price: $454,342.94\n",
      "Median price $438,900.00\n",
      "Standard deviation of prices: $165,171.13\n"
     ]
    }
   ],
   "source": [
    "#TODO 1\n",
    "\n",
    "#目标：计算价值的最小值\n",
    "minimum_price = np.min(prices)\n",
    "\n",
    "#目标：计算价值的最大值\n",
    "maximum_price = np.max(prices)\n",
    "\n",
    "#目标：计算价值的平均值\n",
    "mean_price = np.mean(prices)\n",
    "\n",
    "#目标：计算价值的中值\n",
    "median_price = np.median(prices)\n",
    "\n",
    "#目标：计算价值的标准差\n",
    "std_price = np.std(prices)\n",
    "\n",
    "#目标：输出计算的结果\n",
    "print \"Statistics for Boston housing dataset:\\n\"\n",
    "print \"Minimum price: ${:,.2f}\".format(minimum_price)\n",
    "print \"Maximum price: ${:,.2f}\".format(maximum_price)\n",
    "print \"Mean price: ${:,.2f}\".format(mean_price)\n",
    "print \"Median price ${:,.2f}\".format(median_price)\n",
    "print \"Standard deviation of prices: ${:,.2f}\".format(std_price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 1 - 特征观察\n",
    "\n",
    "如前文所述，本项目中我们关注的是其中三个值:`'RM'`、`'LSTAT'` 和`'PTRATIO'`，对每一个数据点:\n",
    "- `'RM'` 是该地区中每个房屋的平均房间数量；\n",
    "- `'LSTAT'` 是指该地区有多少百分比的业主属于是低收入阶层（有工作但收入微薄）；\n",
    "- `'PTRATIO'` 是该地区的中学和小学里，学生和老师的数目比（`学生/老师`）。\n",
    "\n",
    "_凭直觉，上述三个特征中对每一个来说，你认为增大该特征的数值，`'MEDV'`的值会是**增大**还是**减小**呢？每一个答案都需要你给出理由。_\n",
    "\n",
    "**提示：**你预期一个`'RM'` 值是6的房屋跟`'RM'` 值是7的房屋相比，价值更高还是更低呢？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19d4c250>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 243,
       "width": 1067
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset = ['RM', 'LSTAT', 'PTRATIO']\n",
    "# 设定画图板尺寸\n",
    "plt.figure(figsize=(15, 3.5))\n",
    "for i, key in enumerate(dataset):\n",
    "    # 设定子图，将每个子图输出到对应的位置,1行3列i+1依次排列\n",
    "    plt.subplot(131+i)\n",
    "    plt.title(key + ' - MEDV')\n",
    "    plt.xlabel('factor( ' + key + ' )')\n",
    "    plt.ylabel('MEDV')\n",
    "    # 调整每隔子图之间的距离\n",
    "    plt.tight_layout()\n",
    "    plt.scatter(data[key], data['MEDV'], alpha = 0.6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 1 - 回答：\n",
    "\n",
    "- 图一 RM 与 MEDV 成正相关，RM 越多，MEDV 越高\n",
    "- 图二 LSTAT 与 MEDV 成负相关，LSTAT 越多，MEDV 越低\n",
    "- 图三 PTRATIO 与 MEDV 相关性不明显，PTRATIO 比例越大，MEDV 在部分区间内下降"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 2: 数据分割与重排\n",
    "接下来，你需要把波士顿房屋数据集分成训练和测试两个子集。通常在这个过程中，数据也会被重排列，以消除数据集中由于顺序而产生的偏差。\n",
    "在下面的代码中，你需要\n",
    "\n",
    "使用 `sklearn.model_selection` 中的 `train_test_split`， 将`features`和`prices`的数据都分成用于训练的数据子集和用于测试的数据子集。\n",
    "  - 分割比例为：80%的数据用于训练，20%用于测试；\n",
    "  - 选定一个数值以设定 `train_test_split` 中的 `random_state` ，这会确保结果的一致性；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 2\n",
    "\n",
    "# 提示： 导入train_test_split\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, prices, test_size=0.2, random_state=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 2 - 训练及测试\n",
    "*将数据集按一定比例分为训练用的数据集和测试用的数据集对学习算法有什么好处？*\n",
    "\n",
    "*如果用模型已经见过的数据，例如部分训练集数据进行测试，又有什么坏处？*\n",
    "\n",
    "**提示：** 如果没有数据来对模型进行测试，会出现什么问题？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 2 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[机器学习中训练集、验证集和测试集的作用](https://blog.csdn.net/neleuska/article/details/73193096)\n",
    "- 使用训练集用来拟合模型，而使用测试集是进行模型预测，衡量该最优模型的性能和分类能力。\n",
    "- 如果用模型已经见过的数据，就不能准确地预测未知数据的表现，无法衡量模型的拟合度。对原始数据进行一定比例划分，是为了能够选出效果最好的、泛化能力最佳的模型。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第三步. 模型衡量标准\n",
    "在项目的第三步中，你需要了解必要的工具和技巧来让你的模型进行预测。用这些工具和技巧对每一个模型的表现做精确的衡量可以极大地增强你预测的信心。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习3：定义衡量标准\n",
    "如果不能对模型的训练和测试的表现进行量化地评估，我们就很难衡量模型的好坏。通常我们会定义一些衡量标准，这些标准可以通过对某些误差或者拟合程度的计算来得到。在这个项目中，你将通过运算[*决定系数*](http://stattrek.com/statistics/dictionary.aspx?definition=coefficient_of_determination) R<sup>2</sup> 来量化模型的表现。模型的决定系数是回归分析中十分常用的统计信息，经常被当作衡量模型预测能力好坏的标准。\n",
    "\n",
    "R<sup>2</sup>的数值范围从0至1，表示**目标变量**的预测值和实际值之间的相关程度平方的百分比。一个模型的R<sup>2</sup> 值为0还不如直接用**平均值**来预测效果好；而一个R<sup>2</sup> 值为1的模型则可以对目标变量进行完美的预测。从0至1之间的数值，则表示该模型中目标变量中有百分之多少能够用**特征**来解释。_模型也可能出现负值的R<sup>2</sup>，这种情况下模型所做预测有时会比直接计算目标变量的平均值差很多。_\n",
    "\n",
    "在下方代码的 `performance_metric` 函数中，你要实现：\n",
    "- 使用 `sklearn.metrics` 中的 [`r2_score`](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html) 来计算 `y_true` 和 `y_predict`的R<sup>2</sup>值，作为对其表现的评判。\n",
    "- 将他们的表现评分储存到`score`变量中。\n",
    "\n",
    "或 \n",
    "\n",
    "- (可选) 不使用任何外部库，参考[决定系数的定义](https://en.wikipedia.org/wiki/Coefficient_of_determination)进行计算，这也可以帮助你更好的理解决定系数在什么情况下等于0或等于1。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 3\n",
    "\n",
    "# 提示： 导入r2_score\n",
    "from  sklearn.metrics import r2_score\n",
    "\n",
    "def performance_metric(y_true, y_predict):\n",
    "    \"\"\"计算并返回预测值相比于预测值的分数\"\"\"\n",
    "    \n",
    "    score = r2_score(y_true, y_predict)\n",
    "\n",
    "    return score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 3 可选\n",
    "\n",
    "# 不允许导入任何计算决定系数的库\n",
    "\n",
    "def performance_metric2(y_true, y_predict):\n",
    "    \"\"\"计算并返回预测值相比于预测值的分数\"\"\"\n",
    "    \n",
    "    score = None\n",
    "\n",
    "    return score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 3 - 拟合程度\n",
    "\n",
    "假设一个数据集有五个数据且一个模型做出下列目标变量的预测：\n",
    "\n",
    "| 真实数值 | 预测数值 |\n",
    "| :-------------: | :--------: |\n",
    "| 3.0 | 2.5 |\n",
    "| -0.5 | 0.0 |\n",
    "| 2.0 | 2.1 |\n",
    "| 7.0 | 7.8 |\n",
    "| 4.2 | 5.3 |\n",
    "*你觉得这个模型已成功地描述了目标变量的变化吗？如果成功，请解释为什么，如果没有，也请给出原因。*  \n",
    "\n",
    "**提示**：运行下方的代码，使用`performance_metric`函数来计算模型的决定系数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model has a coefficient of determination, R^2, of 0.923.\n"
     ]
    }
   ],
   "source": [
    "# 计算这个模型的预测结果的决定系数\n",
    "score = performance_metric([3, -0.5, 2, 7, 4.2], [2.5, 0.0, 2.1, 7.8, 5.3])\n",
    "print \"Model has a coefficient of determination, R^2, of {:.3f}.\".format(score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 3 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$R^2$ = 0.923 接近于 1 ，说明模型成功地描述了目标变量的变化。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第四步. 分析模型的表现\n",
    "在项目的第四步，我们来看一下不同参数下，模型在训练集和验证集上的表现。这里，我们专注于一个特定的算法（带剪枝的决策树，但这并不是这个项目的重点），和这个算法的一个参数 `'max_depth'`。用全部训练集训练，选择不同`'max_depth'` 参数，观察这一参数的变化如何影响模型的表现。画出模型的表现来对于分析过程十分有益，这可以让我们看到一些单看结果看不到的行为。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学习曲线\n",
    "下方区域内的代码会输出四幅图像，它们是一个决策树模型在不同最大深度下的表现。每一条曲线都直观得显示了随着训练数据量的增加，模型学习曲线的在训练集评分和验证集评分的变化，评分使用决定系数R<sup>2</sup>。曲线的阴影区域代表的是该曲线的不确定性（用标准差衡量）。\n",
    "\n",
    "运行下方区域中的代码，并利用输出的图形回答下面的问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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/I7BmjbRDSA9atdvfwCGFPJ4Dtq+Rx44sfQ/droUw5RZRi6p9ToV0g/N61+nK+enJkydPnjx58rS8Ty0vgCdPnjwtixNdCCLl5e8uLP/DKu8XK/b/p0Few0itZYJUoVvZbdUglu6e5+QubHcpj0lV3tuq8P53u7COw+tVmJAq7IvdtH2uTl7DC/um6r6kfRDp+jr5DahYd9XK9y4eW6cW8r+iA8tVBpEubmKZDShXLj9KlcrlivRfbbAvP1F4/8cN8hLpifNS+pqVX01sR1NBJFLw6oqK/bR3nfR7FtL9CejXoBzFrtT2rPL+XYX3z6uTz9CK4zYqz+ucrjLYUTcglpdZlXJg6D9UCYpVpD+ikP+5Fe9tWHjv8k5+dsWA8GGdzGMoKXBdyufQOmnHkIITpbTtuurrzH7tYHm7HEQitawqVYY/RJ0K9py+GOT8TBfKPohUoRyklh5VzwmWDiLNpEqAq8F+CWpUSOe0BxfPzRppOhNEOrzOOt9ZSPdEE/v5gXrXDFKr1+K6eyWIRApi3VBIuxAYU5HmgsL7X2iw3sGUA/OzqR68KQYlFgGbN7lNzQaRvl5I9wgwsE7aswppH62RpsPlpX0QqV0wss6xfl2dtG8vpHu4i8eISK1tSp/7Kk1s/1xggzp5nlpIW/XeD/hZIc1tNHi4pUYeAynfy84C1m+QfrfCOn9W8d7Qwnu3dGWfevLkyZMnT548eUpTrw94bWa2gphaeD2q+IakwaSKW0hPv15SL6OImE16Ih1SF0s7VSTZm9S6CFJFz7mdKG8zil2PDK6Zqut2IbUogFQJflGthBExi9Q9UclhTeT/lTr5LSI94VyyRRP5tcJiUl//jXyGcteFp0XjLqEuotyd0AervH90Yf1frvL+f0VEAN8qzKqWX2cMknRixfQVSZeRAjPFY+DyiPh9nbyOLrw+JSKWNFj3BYXXS22PpLVJT0dD6grprFqZRMQcOneentpEmsNJT3pDCmS93iD9T0hBF2j/GXXHOd8deXyI1E0TwGMRcWWthJG6gjq/MKuZa8KpnSxXTzqacndpp0bjLsQuJJ2X0IVzLSIWAL/L/44idUnXyGUR8WIHV3VbRNxR5/3fkYJo0H3X4adJx3tVEXEvaRwmgA0kDamS7ODC69MaXDO+1vEido6SVXOXYveQAuQlF0ehizRJA0gPBEDa3m/Xyzt/b3w//zuUpbuUrObaiPhHR8rfhOJ5/NWo0a1vdgblbug2kbR1g7w7U97HI+KaOu9fV/H/abUSRsRfSd3rAmycu6DtlPy9e3X+dwAV3dvWcGVE/KvO+78uvG53LkpaFfhYqQikIPbiynRN2IfyveylEfFsvcQRcQspoAjwPknFeo3eul81MzMzW2F4TCQzs54xu/B6RMV721P+UXtrExXXAMUKjq1JXYWUFCt0rmwyv854gvTE7gDgEEm3Atf0wPreUXj9uyYqI35FeXyKzSUNzZX01bzSRGVRsTJltQZpW2ViNDfGUPHYuLlR4oiYKek50rgkS1W85YqizfK/Dze5/srjtjusROqWq56ppEr1moG2PMZOKSA7JSL+3sS6HyVV1LfRfnu2L7y+OyKmNcjrWhoEkCv8p8mKzuJnflOjxBGxRNIjpPF/NpI0LAeuIbVImUOqOP6wpCNI15iOVBA+VHj9NUkPRcT9HVgelr4m/LpmqrJrgLPz6+3zeE+1rlPN7tfeVvocgzSmWV0RMU3SC6Rxuxqea5LeQhq/ZQyptWuxAnajwusNKVfU1vLHBu9X86d6b0bEHEkvkR4oGCNJuYK8K25sIo9/kbqs60fqQu2F0huSViN1tQdprKe6n0tEPC7paVJXX93t85I+30S6P5Ja0BS9ndSKF+D2iHiDxiqv5b9psM5uI2l10nENab/XzT8i5kr6I3BAnvVOUjeXtXSmvI2urcUAyNSIqLf+UvpxpO+W0aQWOTVJWoc0ZtFY0mdZDJoUAz0b0uBca+L9RvdEOxXWf1+DgFQ9Hfruyv5BGtdoJOm+5Un4773MJFJL9HdI+iJwYYPgo5mZmZnV4SCSmVnPGF54XTkw82aF10fkitmOGFPx/8aF13/pYF5Ni4hZkr5HGoR6IKmf//Ml3UgaWPr/IuKJbljVBoXXDSv2I2KGpGeBN5EqMtandqXn802sf1bh9bCaqVrrn40S5CBJsRXBdEm1klezsqQBuXUWpAqrUgZbSOpohW7lcduTvg+c3aDCeH3K5+mYbtie4nHbqNKdiHhJ0jTS+GHNaPiZZ8Xry2Md/MwhVWDOhtQqRdKFpFZnbcBlwFnFc57UMqjmvouIP0u6l1SRuzpwn6THSUHN+4D7o/Hg7x29JjwraQapYnEEqaL15RrJm92vvSa3FJlQ+heY1cHPcVS1wFnO93hSK6f1qi7Z3sqNk3RqH3bkWtyP9ODF3E6sp7PrhPbX/+Jx+ESTwZdH6JkgUiNPkALpP6xyfhavEQdIOoCOaXQt7+5zqrjfHyt8J9XzIOUg0lsapO1MeV9o8H7xQaJmWukV0w+tliC3tDmSNIZmMy0Eobnzt+55ERELJS0k3fdVuyfqrnvQ4nF5Uye+u8aQg0jZuZRb0J0LfEnSTaSWev8HPNTJFlNmZmZmKyQHkczMekaxC7vK7qRW7WLelRUMxfxe7WLejXyBVKF3NKlSeU3SAMkfB5A0mdQN0cUR8Vgn11GsVH+tZqqlvUYKIkFF94EVGnUJBenJ/5JltdvXGU2kWYWul39IYV3dfdx21oyI+G/FWK4YXwvYGTiZVGH4ZWBTSfvWqSTq7u0pVtY16kKumK7ZIFIznznUP/6bUbldXydVHp5Aum8cR+oy7/D8/muSfg98r05rrn1IY1W9L/+/cZ4+CyDpKVLroUsiolqwp7PXhJH59ShqB5Ga3a+9qavHZino8t8WmZKGk1ocvKPWQjWs1ESazuzDVlyLu7rOzp7jPeEu4PrC/0tIgYgpwD8i4rk6y/b0tby7z6nOnv8lja6JPXH8Fo+jLh/rkgaSrpEfaiKvombO346Ur9p52F33oN16XEbEDySNIHVXOph0HBxAObg4I7dY+0FE3NPFdZuZmZkt9xxEMjPrZvlp0bcVZlU+5Vm89t4A1BsXoppH67zX1e5+6spPAB8n6dvAQaTxi7aj3D3fWODTwKcknR0RdcfNaWaVvbRMX9NMF4LF42w2dcZkqKNYuVTM7yHgqg7m1SMBznxMPgc8J+m3pBYybyWNC3Mq8NUaixa3ZxId61oO2reK6PBj0x1cptluI4vb9aUOLFeyVDeFOQj3RUkXAweSuhzannKF3WjgKOCo3Grpc5UtHyLiNeD9eWyS/UndH21BuQukUuDvBEmfiIif1ylfd18Teqr7z64ofoYzaG78s0qV3TadRzmANA34HnArqcvC14AFpZZLkr4AfLMD61oW92FP6OlzvCP+FhHnN05WVfH4uoUmujqt0KjlTk8eDz1xT9AXjt8vUg4gzSWNk3kjqau5KcC8wvl7AFDvGtqTunL/VTwuzyJdpzriycoZEfFNSVeQAke7k66BpYcLRpK+0w6U9HPg8CZbuZmZmZmtkBxEMjPrfpuz9DhId1W8X3wy+ZkuVARVy29sF/NqSn7K+QzgjNwSZCvgPaQf5BNIFWenSJoUET/sYPZTC69HN7lMMV1HKx6WV8XjYjBwURcrSIr5zeyG47bb5a4NDyB1ZTQAOFnSL2u0int96UW7vD3F467ZJ6q72mqomqmUx634ZUQ06napKTmfc4BzJPUHtiQFkQ+gHDT/LKmbp2/XyONv5LFJJA0jBaPeSwpIjyO1fLtS0r8qxhBZ0a4JxVYUQ4Bvd6XbpbyvD8//zgW2azBuycg6763IlpVzvKuK175Jy+K1vMKKdv4vRalft2Pzv0uA3SLivjqL9Pb52133oK8D6+TXf2ywjU2LiFeBi4CL8kNem5LGAPwo5bEMDyQ9QNHMOGNmZmZmK6RltZseM7O+7OjC61m07yO++BRvR7sWqqZYQb5NN+TXIRGxKCIeiIgzSP30f7fw9tE1FqvnqcLrLWqmyiSNpDzY+WKWHtB6hZUDRqV90UZqMdYVxeN2K0nNdJPT6yLiUaAUuGwDalWQPgcsyK/Xk7RGF1ddPG43bZRY0po035VdR3T39aWdiHgjIv4SEedExGak4FJJU+d8RMyOiFsi4kTS+VtqkdkGfKoieUevCetRrkidCUxupkzLioiYT3nMlQF0/bq+JTAov76+iYHv39rF9S2vivttQg6mNtLwWtACPX6N6GbF8/+t+cGVRorXiUbH+7JuPcrBmQeaCK709vnbXfegvfHdtSQiHoqICyNiB+B/Cm9/osljy8zMzGyF5CCSmVk3krQNcEhh1ncjorJbobuAUouQLSVt3sXV3lZ4fWh+0rIlcjdWZxZmbdSJbP5ceL23pLaaKZP9KHcZ9I+ImFMv8QrmlsLrI7uSUUS8SLm7mCHAx7qSXw87k3KAaA9J76pMkCvq7y3MOqKL67y/8HpHSY0GNO/o2BbN6rbPvAPOotyN0ZuarFz/r4iYB1xQmFV53SheE/ZrIsuPFF7fX+rmqY/pzs+xGKycWjMVkI/bXbu4vuVSbtFQCswPBnarl17SxsCbe7pcnXAv5a5KN5bU1QcMelQeJ600xtNgYK966SUNpjz+Gix9/eiLOnL+9qfnvltquYv0AA/ADpLe0sl8ite8w3vjXjYiLqbcUm040NWHSczMzMyWWw4imZl1kxwM+i1pEHpIXRJdUJkuImYCPynM+oGkQZXpaqyj2vgKvwf+k1+/hdR3/rJiXieWuR14Mb9ei3I3Lu1IGsrSY95c0Yn1Lc8uoVy5f4ikXZpdsMaxVmxldpak1buYX4+IiP8APyrM+kaNpMXt+ZKkCc2uo3J7cndvpcG5BwGn1Fl2CD13nv6I8nn3HkkHNbtgN31GiyhXKHZW5XXjWmB6fr1pvW2SNBr4QmHWFV0sS6tcTPncPVzSzs0uWOVzLHY3tWWDxc8AhjW7rhXQzwqvv96gorsz49D1uBy0LV4fL8mBl4Z68zpeoXjPdHqDFiOnUG6J+GhF15h9UfH83azBgzUnku6bek1ETAV+mf8V6Z620cM/1VxDudXoxix9Ha+rs8dlPn+LDxl05p7VzMzMbIXgIJKZWRdJGi/pbOABYM08ez7wwfzjuprTKI97sS1wi6SaTyxLGi3pM6SxXpaSWzqdXJh1lqRTa3U3JmlNSR0eqF3SQZJ+KWnnWhVnuSKqOB7K3R1dT0S8wdIDyZ9XrdI4Vxb/AVg3z5oEXN7R9S3PIuIR4NL8bxvwB0k1n/CV1E/STpKuBg6rkuRHwMP59RrAPZJ2qLV+SUMkfVTS/cCbOr0hnXMO5dZIO1ULoEXEtcCt+d/hwB2Saj7lLmmgpPdLuhnYsUqSswqvT5R0TJU8VgF+Rxr7oSuDkFcVEa9UlONySZ+TNLDWMpK2kfQj4KSK+ftI+o2k99RqXZTz/Tbl1oD35BaJpffPlnSRpM3qrH8sS1e4L3XdyK0LzyvMulTS+6vksyZwA+XxUB4Bfl1rvcuyiPgHcFn+tz/p3K3Z0lRSW742/wo4uOLtiaSxkAC2kXRiZaVrPrbPBo6hB47L5cj3KAc0twUuqwzA5M/ibODDLLv78kzKFfZbArdL2rBWYkmjJH2S8vW/t10CTMmv3wZck7uyXUq+5n65MOvUni9az4qISZQfrFmbdE+0VJAmf3efQPpcW3HMnUrqvhnSWHnX1uoiVtJQSR+XtFTXpBExl6W/g86WdFZ+WKgqSZtK+jYV4/BJ2lbSzZI+WOshrbwPT6c8vtm/cmtDMzMzM6uiQ92NmJmtoD4maevC/wNJT7mOA95O6nqpWCH3PHB4RBS7t1pKRPxb0n7AH0lPfb8LeFLSPaQxlKaSum0ZB2wObEUKAlTtqi0irpS0FXBcLsvXgc9IupHU/c4bwOrA1qQ+6wV8pQP7ANLYHB/L0xRJD5D6sJ8GDAXGAx8ASt14Lczl6LCIuFTSbqRKuAHAVZI+S+q6bxapi6C9C+uaBxzkruyqOo4UwHkP6XO6HDhN0q2kY/UNUnc5G5EqRcfk5W6pzCgiFkj6IKnFzdo53z9LepDURdJ2uVp8AAAgAElEQVRk0r3FaNJYINuQur7rdfkcuwz4TJ71DVIrt0ofI3XH81bSuBN/lPQEcCflFn6j8vvbAiPyvLOoEBE35mDMUaRz7GJJRwE3AzNIY//sk/P7I2msi41Li3d2W6s4k/R5HkQ6fy4AvijpFuAZUnBtJLAB6TMqBb8rW060AfvmaWo+5x8nXZ+GkI6B91OuhHuDpVsGQgrOHQMcJ2kS6fr2NOk8XiWXYS/KLTj/TaowrnQuqXJy17zu6yTdSzoW5wITgA9SbkUzAzgwB6Vb6QOS1m0y7cyIKHZddwzpmHk3aT/+hHTu3kYaM6l07k4gHZul4Nkfi5lGxDxJF1F+2OA84EBJd5Eq5kuf41qkz/YXed1WISJekfQ/wE/zrMNILf6uJR27Y0jfg2/O/98DHFBavJeLW1Pejn2AG0nXtO2AxyX9Gfg/UuuXlUj3IJuR7h360/VWhp0t72uSDiO1ShxA+v5/Ou/350jXs/eSAkwlP4iI3/R6YXvGOZSviycAe+Xr+cukz2hP0jE3n9TCtulWPN0hIp6WdAipNdFAUneCz+T7jIdJ1/tRpPuCHUnX8D2r5HOFUjeQXyB9h54MfDpv65Oka/0I0nVxG9J3KMCPK7ISqbvJ3YBZ+bvrUdJxPZD0EMxeLN193UmYmZmZWU0OIpmZNfbpJtO9TKqgPyciZjVKHBF3K42hdCWpgqYfsFOeanmkTn7H50rab5CCBasBh9ZI3pmK1eLYTqWKsg/USPsycHBEPNSJ9ZQcQApKfIa0b7bOU6UXgY/VC9qtyCJioaQ9Sa27Pkvqam089cdZmUH5yefK/J7PAcsfkSrtIT3JXq+brEnA7I6VvFucDXycVGm0g6T3RsRNxQQRMVXS9qSKt0NJx9qEPNXyCuWWhJU+TarA+nj+f/M8Fd2Z11Ucq2M+3SS3BDpY0kPA10iBlbG0b6FSNJfyeC8liwqvR5Eq3Wq11HoVOKLKeVi8bqxLueVgNQ8B+0XEtMo3ImJxbn30Q8rb8c48VXoq5/NonXX1lg3y1Ixit1WloO17SQHL40jH8bqUj61qppOCF5W+lstRGlNqizwVvQh8lOr71LKIuCq3jriIdD1dEzi6ItkLpLFpPlWYt0x1lRUR9+cHZK4kBZH6kR5oaTeGXEHNe5CeFhF/yteAK0nXs9FUPxfeIAVKv1zlvT4pIr6Xgyul4O6GeSqaShqTcwQtEBHX5od/fkK6Tq1ECk63azWaLao2MyK+KOlx4HzSAwqrkK5LtSykPF5jtbyHUw4oVTMT+J+I+F2ddZiZmZmt8BxEMjPruDmkH53TgX8BfwfuB26LiA49pRsRTwBvzxWF+wDvID0ZOZJU4fQK8ASplccNjSpFI+Lbkq4itYR4L6mSYVXS08OTSU9i3kq5//qOlPXnkiYCewA7kFpQrEX6gb6Q9ET7I8D1wE+72iootyA4VtKleXt2yesbTKpsfZjUnd1lEdFtFfDLo7wvT5L0HeAIUsuGCaRjQ6Rj+WlSd4m3AjfV26cRMQX4kKQtgQNJTxavQ6rsWUT6fJ4kdfF4I3BfsYuz3hIRL0q6nHJF7unATVXSzQaOkHQOKbizM+lJ51Gk8RKmkgITf83L31HrXM/zj5L0i7zeHUhB16mkVjxXAVfmoEipO6bZHb12NCMizpP0Y+BwUgueTUkVr/1JgcLngH+QWvjdUBn8zpWCbyad8+8gtcZam3TOLyIF0h4hdSF3ZR7vrdLngatJLeG2I12TVic9iT6X1NrrQeA3wG8jYkmVPErlmU8a2+vivE07k66Xg3JZ/k7qKvCnEVG1grKvydvxBUkXUj53N6Lc+ms6qXXZg6QWbzdHxIIq+bwBfFjSR0kB5K1ILTlfJwUPfwf8KCKmSXIQqYGI+F9JdwDHA7uTAknzSefUb0itYKZWdLk2o/dLWl9EPAVsL2lXUoDxnZTvQeaTgsNPkALeN3TxwZAui4ib8zXpKNJDLBuTzoXZpCDorcClEVEZVOjzIuJYSdeRHqzZjvT9NIPUovg60na/LGn/FpbxbkkbkO4LPki6zqxG+s6ZRrovuAf4Ve6ys1Y+V+SuOQ8hnV9bkL5HB5Huv58nfffcDlwfEZUB+ImS1iZ9d72T1EJtPOm4Xkz5+/hm4Ap3Y2dmZmbWmFpQp2NmZma2QpO0MqkiS6TB3zdtcZHMrJtJ+jvllohjIqJWC0YzMzMzM7NlVtXBec3MzMysR+1FeSy1ia0siJl1v9wSohQcft4BJDMzMzMz66scRDIzMzPrRZIGA18pzPp9q8piZj3mdKAtv/Y5bmZmZmZmfZaDSGZmZmbdRNK+kj4laUiN99cgjV8xIc96hjSOmJn1AZLeLOlsSavXeH+IpAtI43ZBGj/s+71VPjMzMzMzs+7mMZHMzMzMuomkY4HvAnOAO0mDf88AhgGbAbuRBgeHVLm8a0Tc0/slNbPOkPRW0nm9GLif1B3lZNJ5/WbgvcDowiInRcS5vV1OMzMzMzOz7tK/1QUwMzMzWw4NBd6Xp2qmAAc6gGTWZ7UB78xTNQuBr0TEeb1XJDMzMzMzs+7nlkhmZmZm3UTSUGAXUmuEbYDVgDGkLoRfBx4GbgR+HBFzWlVOM+scSW3A9qRzfEdgDdI5PgSYBjwN3A5cGhEvtqqcZmZmZmZm3cVBJDMzMzMzMzMzMzMzM2unX6sLYGZmZmZmZmZmZmZmZsseB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMliOS7pQUkg5vdVk6QtKkXO6dW10WMzMzM+vbfE9sZmZm1n36t7oAZma2/JK0LnA4MD0iLmxpYXqJpO2AbYG3A1sDGwACzo2Ik1pZNjMzMzPrfSvaPbGklYFDgW2AtwFjgVWAOcCTwHXAxRExo2WFNDMzs6Y5iGRmZj1pXeDrwPPAcv+DObsRGNnqQpiZmZnZMmNdVqx74o2Aiwr/LyIFkFYmPWy1LXC0pPdGxKMtKJ+ZmZl1gLuzMzMz617zgL8AlwBHAP9obXHMzMzMzHrV68C5wF6kVkiDImIVYAiwP/AysAbwG0ltLSulmZmZNcUtkczMzLrXWhGxuPRPX+uL38zMzMysKyLiKaBdN84RMQ+4WtJrwK2kbp93AO7p3RKamZlZR7glkpn1GcWBZiWtLukHkl6UNE/SE5JOkNSvkP4jku6RNF3STEl/lPTWGnkPlPQ+ST+U9JCk1yTNl/S8pJ9J2qrGcmfnMk2RNK5GmhtzmomSBnTDfthD0u2SZuTtekDSIU0uO1DSsXm/TJW0IG/jZZIm1Fjmilz+UyWtJOk0Sf/M+/1VSb+QtEGV5SYBd+R/18l5FKfDa6xvlKRvSXoul++l/Lms3tweaq1iAMnMzMysu/me+L/5+Z647/pr4fUaLSuFmZmZNcVBJDPri9YDHgQ+BYwABpD63f4Wue9tSecA1wDbk651w0ndKdwj6S1V8twduB44ijT462AggPHAgUCtH6Vfy2UZDVxW+aakY4H3kro4OzgiFnVqi8v5fQH4E/DuvE2LgbcDV0q6oMGyq5O6Wfsu8E7SuD0LSNt4BPCgpH3rZDGI9AP4a6TPYCEwhtQlxd8l7ViRfgowLb9eAkyumOZVWcdapP15ArAa6TNYg/S53CdplXrbaGZmZrYC8T2x74n7qh0Kr59rWSnMzMysKQ4imVlf9G3Sj43NImIk6UfzV/N7x0g6Bfgc8FlgZESMADYFniQN5npmlTxnA5cDuwKjI2JoRAwG1iENftsfuFTS+OJC+QfwwaQff3tKOrr0nqQNgW/mf78UEU90ZaMlvZPUtzjAVcAauW/xVfN6PgdsXmPZAcC1wGbA3cCOwOC8b8YBFwArAT+V9KYaRfgMqTLhMGBY3vdbkH7gDgGuKf6gjYi3A6Uf4C9GxLiK6eoq6/gu6Uf2DhExFBgGfAiYThqQ+OQ6u8jMzMxsReJ7Yt8T9xmS+ktaS9JRwJV59l9YulWSmZmZLYMcRDKzvmgJsFdEPAwQEXMj4gzgdkCkH8RnRMRFETEnp3kU+ERe/oOSBhYzjIg7I+LIiLg9Il4vzH8hIk4gPVG5EunpRCqWfQL4Uv73fEkbSupP+lE7GLgFuLgbtvu0vH13AIdGxCt5/dMj4kvAj0lPUlZzGOnpzL8Cu0fEPRGxMC8/OSJOBL5P+uF7Qo08RgKfjIgrS0+PRsQ/SE+Vvk4aNPeYLm7jAuA9EXF/zv+NiPgDcEZ+/8MdzVDSnVW6DWl22rmL22NmZmbWU3xP7HviprXqnljSrZICWAS8CPyQ1HLrDuCDERGdzdvMzMx6h4NIZtYX/SAipleZf2v+u5DUjUelPwPzSV1QvLmD67wu/31HjfcvBm4i/UC+Cjgd2BqYChze1R9HkkaRuusAOLdGfmfVyeKw/PeSiFhQI83P89/darz/fCHNf0XEa8D/5n87/IO2wqXFCouC3+e/60ka2sE8p9K+25Bmp4Ud3QAzMzOzXuJ7Yt8Td0Sr7olL651RmHc7cEJETO5CvmZmZtZL+re6AGZmnfBIjfmv5r+TImJ25ZsRsUTSa6Q+xtv1I55/lB4D7AlsSHrKsK0iWdWBXyMiJB2Ry7Z1ngA+ExH/qb85TdmC9MTlEuDeGmV4VtKLwNrF+fkJ0G3yv9+SdG67hZPStq5d4/276vzwvws4BXirpIGlJzo7oVZ3Fi8VXq8MzGk2w4io16e9mZmZWV/le+LqZfA9cRWtuieOiI+WXudj66PAN0hjT30+Ii5sRbnMzMyseQ4imVlf9HKN+YsbvF9MM6A4U9LGpCfixhZmzyL16x7AQNKP7JpP/EXEy7nv+dITiL+KiGvqlKUjxuS/M0rdkdTwEu1/8I4ilb/0upHBdfKut15IP7pXIT1t2Bmzqs2MiPmSSv8OqJbGzMzMbAXje+LafE+8DIqIqcAPJP0fKVD2LUl3R8SDLS6amZmZ1eHu7MzMkstJP5YfBPYAhkfEiIgYGxHjgI/kdKqVgaQ24NDCrM070c1EV1UrX/Fav1lEqNHUTes1MzMzs77F98S+J+5xEfF3UksyUWV8LTMzM1u2uCWSma3wJI0ndW2xmDS4a7WnC8dWmVfpJFL/8DOAmcBbgAuAT3dDMafkvyMlDYmIuTXSrV5l3uukbWsDNgYe7mQZqnZbUrHexcC0TubfIyT9Ftihk4vvGxH3dWd5zMzMzJZFvidumu+Ju0fp+HpTN+drZmZm3cxBJDOz1B88wJQaP5YB3lMvA0lbAl/P//4P8G/gNuBTkv4QETd0sYx/J3Uh0g94J3BzlTKsB4yvnB8RiyT9DdgW2Bf4ZSfLsFMT7z1a0ff7klLxOrnO7jCK5io8qhnYOImZmZnZcsH3xM3xPXH3WC//bTdul5mZmS1b3J2dmVl6ShJgrKTVKt+UtClwYK2FJQ0GriL1S/7riPhpRNwBfDsn+bGk0V0pYO4//Pb87xdV6Ay94KQ6WVyR/+4n6d311iWp3QDL2bqSDqiSfhTwyfzvryrenpn/jqy3zp4UETs3011JjenOVpXbzMzMrJf5nrjA98SdvyeWVPeBZUnvArbL/97TyU0yMzOzXuIgkpkZPEF6SlLA1ZLeDCBpgKR9gVuo/4TcucAE0uDFxW46TgEeA8YBl3ZDOU8lPXm5K3CFpLG5nCMlnUX60TqzxrI/Bh4gXfevl3R8/qFLzmM1SQdIuhM4vkYeM4AfSjq49MNQ0tuAm0iDHL8KfK9imaeARaQuR/br4Pb2SZKGSRpdmigPejy4OF/SkFaW08zMzKyC74l9T9xdfiXpTElbSirdC5f27/HA9aTj7EXSOFxmZma2DHMQycxWeBGxBDiO1M3EzsBTkmaSfiT/BlgAfLbaspJ2A47N/x4ZEa8X8l0AHAwsBPaRdHgXy3kv8KX876HAy5Kmkvp3Pxn4FqmLj2rLLgI+BPwZGAJcCLwmaaqkWcBk4OekLjiiRhG+DzwC/BSYLWkG8BCwNTAX+EhELNX3e0TMAX6R//21pOmSJuXpwx3dB33ExaT++ktTqe/54yrmf7ElpTMzMzOrwvfEvifuRquQgocTgXmSXs/7aTJpn48gBdZ2jwh3Z2dmZraMcxDJzAyIiN8Bu5CesJxFaj3yPHA+sAXpqcyl5C4uLic9Rfe9iLixSr7/ID0tCXCRpHW7WM7zgD2BO0g/6PsDfwMOjYjPN1j2VdIP4oOAG0hPSQ7L5f8n6cnMvYCzamSxAHg3cDpp3wwkBUN+CWwZEXfXWO7TwNnAk8AgYJ08DWu4wWZmZmbWa3xP7HvibnIicBpwF+mYGUza5pdI+/wTwNsi4p8tK6GZmZk1TRG1Hq4xMzMDSVcAhwGnRcSprS2NmZmZmVnv8z2xmZmZrajcEsnMzMzMzMzMzMzMzMzacRDJzMzMzMzMzMzMzMzM2nEQyczMzMzMzMzMzMzMzNrp3+oCmJmtaCS90sFFzo+I83ukMGZmZmZmLeB7YjMzM7O+wUEkM7PeN7aD6Yf1SCmaFBGHA4e3sgxmZmZmttzxPbGZmZlZH6CIaHUZzMzMzMzMzMzMzMzMbBnjMZHMzMzMzMzMzMzMzMysHQeRzMzMzMzMzMzMzMzMrB0HkczMzMzMzMzMzMzMzKwdB5HMzMzMzMzMzMzMzMysnf6tLsDyStJzwAhgUouLYmZmZrY8WxeYGRHrtbogVp3vi83MzMx6xbr4vtjMeoCDSD1nxODBg0dNmDBhVKsLYmZmZra8euKJJ5g3b16ri2H1+b7YzMzMrIf5vtjMeoqDSD1n0oQJE0ZNnDix1eUwMzMzW25ttdVWPPjgg5NaXQ6ry/fFZmZmZj3M98Vm1lM8JpKZmZmZmZmZmZmZmZm14yCSmZmZmZmZmZmZmZmZteMgkpmZmZmZmZmZmZmZmbXjIJKZmZmZmZmZmZmZmZm14yCSmZmZmZmZmZmZmZmZteMgkpmZmZmZmZmZmZmZmbXjIJKZmZmZmZmZmZmZmZm14yCSmZmZmZmZmZmZmZmZtdO/1QVYrs2fD9/5DsycCSNGwK67wiabtLpUZmZmZma9y/fFZmZmZmZmfVKfCyJJ+jCwE7A5sBkwHPhZRBzcibzWAk4H9gBWBV4Gfg+cFhHTulzYxx+H449fet6OO8LXvpZ+OJuZmZmZdUKfuicG3xebmZmZmZn1UX2xO7uvAMeSfjC/1NlMJL0JmAgcAfwF+DbwLHA8cL+kVbte1Cruvht23x0uu6xHsjczMzOzFULfvicG3xebmZmZmZn1AX0xiHQCsAEwAvhMF/L5HrAacFxE7B0RJ0XELqQfzhsCZ3a5pLUsWQKf+ATcdluPrcLMzMzMlmt9/54YfF9sZmZmZma2jOtzQaSIuCMinoqI6GwektYHdgcmAZdUvP11YA5wiKShnS5oI0uWwDe+0WPZm5mZmdnya7m5JwbfF5uZmZmZmS3D+lwQqZvskv/eHBFLim9ExCzgz8AQYLseLcVdd8Fjj/XoKszMzMzMalg27onB98VmZmZmZmbLqP6tLkCLbJj//qvG+0+RnsrcAKjbt4akiTXe2qipktx2G2yySVNJzczMzMy6UbfdE4Pvi83MzMzMzJZHK2pLpJH574wa75fmr9zjJZk5s8dXYWZmZmZWxbJzTwy+LzYzMzMzM1sGragtkRpR/tuwj/mI2KpqBulJzC0brmnEiA4VzMzMzMyslzR9TwzdcF/8+utNF8zMzMzMzMx6x4raEqn0VOXIGu+PqEjXc3bdtcdXYWZmZmZWxbJzTwxw4YWw9dZw2WUwa1avrNLMzMzMzMzqW1GDSE/mvxvUeP8t+W+t/uG7x047ud93MzMzM2uVZeOeuGjiRPj4x2HDDeGkk+DJJ2HOHIimGkOZmZmZmZlZN1tRg0h35L+7S1pqH0gaDrwDmAc80GMl6NcPvvrVHsvezMzMzKyB1t8Tp5XBdttB/0JP2y+/DOeeC5tvDkceCTffDK+8ArNnO6BkZmZmZmbWi5brIJKkAZI2kvSm4vyIeAa4GVgXOKZisdOAocCVETGnxwp33HHuys7MzMzMetwyfU/crx/86Edw553wwAPwqU/ByELvevPnwzXXwB57wD77wE9/Cv/6F/znPzBzJixZ0mNFMzMzMzMzM+jfOMmyRdLewN7533H57/aSrsivX4uIE/PrNYEngOdJP46LjgbuA74jadecblvg3aQuO77cE+X/r5tvhoULYeDAHl2NmZmZmS1/lot74p12Si3zSw9WbbUVbLQRnHACXH01/OQn8Oyz5fQPPJCm8ePhox9NQaXRo2HoUBg2LE1tbT1WXDMzMzMzsxVRnwsiAZsDh1XMWz9PkH4cn0gDEfGMpK2B04E9gL2Al4HvAKdFxNQul3TjjVl01JEsnPYag1cdR79NNoEPfCA9Ufn44/Dd78LnP9/l1ZiZmZnZCqfv3BMDMWECM484iCHzFtF/5VEpcFRtbNChQ9N4SMcfDwcdBLfeCldeCfffX+7G7oUX4Pzz4X//F/baCz7yEVhvPRgypBxQGj586e7xzMzMzMzMrFMU7lO8R0iauOWWW255/Z3XM23+NFYbuhqjh4yGL38ZzjorJRo1Ch5+GNZcs7WFNTMzM+ujttpqKx588MEHI2KrVpfFqpM0cbPNN9vyqhuvYsjAIYwfOZ7+/ZoI8CxZAtOmwdSp8OijcNVVcOONMHfu0una2mDHHeFDH4IttkiBpGJAadgwt/43MzOz5Z7vi82sp/jxvF4wa8EsBvQbwKjBo+h3yilw2WVpYOCpU+H00+F733PXG2ZmZma2XJv7xlxmL5xNm9pYe+Ta9FOD4Vn79YNVV01jJI0Ykbq6O/po+O1v4Q9/gH//O6VbvBjuuCNNm2wC++0H226bgkdDhpSnUgulQYN6fmPNzMzMzMyWEw4i9YJFSxYxa+Esps+fzqiho1JLpCOPTG9efjkcfjhsv31Ly2hmZmZm1tNmLJjBgLYBDGgbwBrD12huof79YexYWGWVFEw6+ug0JtLdd8N118Ff/1pO+9hjaVptNfjwh1N3d4MGpTxKrZNKAaVhw2Dw4J7ZUDMzMzMzs+VEg8f/rLvMmD+D6fOnExFw2GGpqw2ARYvSgMKzZ7e2gGZmZmZmPWzIgCFMnz+dKXOmMGXOlI4tPHBg6gZ6vfXStPfecN558MMfpq7sil3Wvfpqau2/335w6aXw+uupxdIrr8CkSfDss/DMM2maPDl1keduvs3MzMzMzNpxS6ResnDxQmbOn8nMBTMZudJIuOii1Hc7wG23wbXXwv77u1s7MzMzM1tuDWgbwIhBI3ht7mu09WtjYNvAdG/cEUOGwPjxMGtWak00YgSsv35q6X/LLXD11TAlB6gWLIBf/SpN228Phx4K220H8+en4BGk1klDh6ZWSaUWSkOHgtS9G29mZmZmZtYHOYjUS4YMGMKMBTOYNn9a+qH8rnfBvvumPt0BTjsNdt45PV1pZmZmZracGjxgMCuvtDKTZ0+mv/ozoG0AQwYM6XhGw4engM/06envjBmpRdJ++8Ff/gI//Sk8+mg5/f33p2mddeCQQ2CffVLrpTlz4LXXYMmS8vhJpYDS8OEpoNTPHTiYmZmZmdmKyb+GesnQgUN5I95g1oJZzF6Yu64777xyP+xPPZW62pgzp3WFNDMzMzPrBcMHDWfowKFMnjOZl2a+xMLFCzuXkZTGSlp//RQcWnvtdH+9xRbp3vpnP4M99lg6CPT883DGGbDTTnDBBalb6TXXTOMutbXBtGnwwgvw3HOpu7unn4aXXkpBqsWLu2cHmJmZmZmZ9RFuidSLRg4ayfQF05k6byrDBg5LP3aPPTYFkyB1cbfvvrDppn7a0czMzMyWa6MGj2Ly7Mm8OudV+vfrz/iR42nr18mundvaYMwYWHnl1Kpo2rQ0rbYafOMb8MUvws9/DtdcAzNnpmVmz4YrroArr4Rddknjlr797SmPN95I4yTNnJm6xhs8uNxKaejQciul/v45ZWZmZjZx4sTBwP7Ae4D1gQGtLZGZZYuAZ4FbgV9utdVW8zqTiX/19KLhA4czff50Zi6YydxFc1O3HaeckrraeOWV9HTj+eenaezYVhfXzMzMzKxHjRk6hpdnvcyUuVPo368/a41YC3VlLKIBA2D11VPrpClT0v311KkQAUcfDcccA7//fQocPfdcWmbJErj11jRNmJDGTXrf+9JYSyNGpNZHc+emHgNefx1WWql9QGnYsNQ1npmZmdkKJgeQLmpra9upra1tVL9+/QYDHlzSbNkQS5YsefPixYu3Xrx48fYTJ048vjOBJAeRepEkRgwawYz5M5g6b2oKIq28Mnzta+lHLcAvfwkHHpi61xjSib7hzczMzMz6iH7qx9hhY3l51ssM6DeAAW0DGDdsXNczXmml1LXdKquUx02aNi219t9vP9h/f7j3XvjJT9LfkieegJNPTg91HXBASjdmTGp1NHx4CjjNnZumyoDSkCHlFkqDBnV9G8zMzMz6hv3b2tp2Gjx48Nhx48a9MmzYsLltbW1LWl0oM4PFixf3mz179pBXXnll3Lx583ZavHjx/sDlHbhx+X4AACAASURBVM3Hfab1suEDhzNv0TxmLpjJgjcWpJlHHglbbplev/FG6qN98uT0I9XMzMzMbDnWv19/xg4by2tzX2PKnClMnTe1+zIfNiyNlbTuujB+fPr/1VdTl3fbbw8//jHccEMKFpXGKoUUILr4Ynj3u+FLX4LHHkvz+/VLeay2Wsp3+HBYsCCNmTRpEjz7bBpD6bnnUkuoeZ3qLcLMzMysL3lPW1vbqHHjxr0ycuTI2Q4gmS072tralowcOXL22LFjJ7e1tY0idTnZYQ4i9bK2fm0MGzSMmfNnln8gDxoEZ55ZTnTffenH7GuvtaaQZmZmZma9aGDbQEYPGc2rc17lldmvMHvh7O7LXEqt/9dbLwV+1l47dT338supq7t114XTToM774QTT0zd4ZUsWpS6v9t3XzjoILjppvTQVynfoUNTS6Xx41OrpzfeSPmWAkrPPJP+Tp6cWi9FdN92mZmZmS0b1u/Xr9/gYcOGzW11QcysuuHDh8/JXU2u15nlHURqgRGDRjB70Wymz5/OosWL0sxdd4V99iknOv/8NE6Sn140MzMzsxXA0IFDGT5oOJNnT+almS8x/4353buCfv1g9GhYf/0U9FlzzdTy/6WX0thJI0fCJz6Rxka68ELYYoull//b3+C442D33eGyy2DmzPJ7UmrJNHp0ynvVVVPAaPLk1CrpuedSQOmZZ9I9/uzZDiiZmdn/s3fm4VEU6R//9jX3lWNISAJBkUMOOULAACIsiOAByE9x1UV3RTxwF0VxXRU8QFFXxPXCXVBRAXXF3QXkUkEQROQKogIiN+QgBzkmk2QmM9P9+6PSmSOTZBJywvt5nnq6p6q6umYyDN39rff7EsSFggSAowgkgmi98Dwvg+Uqa1AiVxKRWgCRF6EX9SipKPFHI0kS8OyzfhuNkyeBDz5gN5l0g0kQBEEQBEFcBNh0NmhFLXLLcpFVkgWv7G38k4giEB/vF5Pi4wGXC8jIYOKOKAJjx7JcpStWADfeyOpUMjOBl19mOUznzGECUSg6HRAdzaKe4uJYXV4ecOqUX1A6epRFLZWUkI01QRAEQRAEQRBNBsdx53U8iUgthFVnhcPlQLGrGD7Zxyovvxy47z5/p/feYzeaZGtHEARBEARBXCTE6GOgKApynbnIdGRCVppIYNFqgaQkZnPXoQOzpXM4gKwsJioBwBVXMIeAb74BHniAWdaplJUBy5cDY8YA994LbN8efvGXRsMEpaQkJigJAlBYyK7zVcu7o0f9EVE+X9O8X4IgCIIgCIIgiAZAIlILoRE00IpaOCocKHQVskpJAh5+2O/D7nAAb7xBSXkJgiAIgiCIiwaO42A32FHmLUN+WT7OOs827QmNRpYrKTmZRSZZLOz6OycHqKhgfeLi2HX6li3A888DXbsGj/Htt8DddwM33AD8+981X7trNCw/U0ICK1otE44CI5SOHAHOnGFCU3k5RSkRBEEQBEEQBNGikIjUgth0NhS7ilHkKvKvsExIAB5/3N9p9WogPZ3dxJKtHUEQBEEQBHERIPAC2hnbochVhLzSPOSV5jXtCTmO5UTq1MkvJul0zG7u3Dl/dJBOB9xyC7tG/+ADYMQIdqzK0aPA008Dw4cDr77KrKlrQhSZYNW+PYtS0uuB0lImIJ08yaKUjh4FfvuN7WdmMocChwNwu+negCAIgiAIggiiuLiY5zguZcSIEZed71i9evW63GAw9Ku7J3ExINbdhWgqtKIWIi/C4Wa2dlH6KBaN9PvfAx9+COzbx25Y33wT6NEDMJlYsl6CIAiCIAiCuMDRCBrEGmKRX5YPgRegETSw6qxNe1KeB2JimKB07hy7/i4uZgKOxcLqOY6VtDRWTp0Cli4F/vMfZnEHAEVFwKJFzJ56zBjgzjuBvn1rPq8gAGYzK7LMxikvZ4KRx8PaNRpWJMm/1WrZfuBWkoKFLYIgCIIgiAuFPXt02LDBAodDgMXiw5gxDgwY4GrpaXEcl1Kf/q+//vrJ6dOnn2uq+VzInD17Vpg7d278119/bc3IyND6fD7OZrN5ExMTKwYOHOicMmVKfmpqaot/Jy40SERqYaw6KwrLC1HoKoRNZ2NJrmJi2ArGiRPZCsNdu4ANG4CbbmI3sjpdS0+bIAiCIAiCIJocvaSHTWdDjjMHIidCEiQYJEPTn1gUmYVdVBSztisqYvZyGRmszmTy901OBmbNAh56iAlJS5eyfgBbELZ2LSt9+gB33QWMHs2Enpo4dgzYsQNwOtl50tKYW4HHw+z1ysrYfLxeNs9QcUktoQJTbeckCIIgCIJozaxaZcbzzydgzx5TUP3s2cCAAU7MmpWF8eNLWmh2mDFjRnZo3eLFi9s5nU7hT3/6U67NZgtKejlgwICyppiH2WyW09PTD1gslvNOsvnf//73mMvlalUrk3799VfN1Vdf3T03N1dKTk52T5gw4VxUVJQvIyNDc/ToUd2iRYvioqOjvampqU3sh33xQSJSC2OQDCgsL4TD5YDD7WCrK0URGDwYuPFGZpUBsJWMgwczm4vkZFpdSBAEQRAEQVwUmLVmeGQPckpzIPACkm3J0Aia5jm5RgMkJvqFI4cDKChg0UnR0ezavGqiZuCPfwQmTwY2b2bOArt2+dv37wceeYSJU3fcAUyaxMZV2bEDePttYPfu6vNITQUefJAJSiqK4heWKiqY6FRRwYSr0IilUHEpUGAShEb/2AiCIAiCIBqN116LxcyZyTXmidyzx4SJE7vi1VdP4uGHWyS6Z8GCBVmhdf/+979jnE6n8Pjjj+d069atojnmwfM8+vXr1yhROF27dm2WOdeHmTNnJuXm5kp33XVX7vvvv3+G54Mz9Rw7dkzKz88nvaMJoJxIrQCrzgpHhQOFrkJ/ZXQ0y41kqFxpeeoU8PnnbAXkOYp2JAiCIAiCIC4eovXR4DkeuaW5yHRkwief9+LK+mEwsIVcyclAhw6Azcauyc+eZcJNIIIAjBrFIpJWrWLuAoFRQDk5wIIFwNVXs9WzR44AK1YAd98dXkACWP3dd7P7ARWOY0KQycTuHeLi2Nw6dmTOBjodE5QcDiAri+VZOnHCn2tJzbd07BiLnMrNZeKYy4UaH9IQBEEQBEE0J6tWmWsVkFRkGXj00U5YtcrcPBNrHNS8Q06nk5s+fXpCx44de0mS1P/OO+/sCDDrtieffDI+NTW1W7t27a6QJKl/TExMn2uvvbbzd999Vy08v6acSPfee28Sx3EpW7duNbzzzjvRPXv2vFyn0/WPiorqM2HChEsyMzOrCS/hciJ98sknVo7jUp5++um4zZs3G4YOHdrFbDb3NRgM/QYPHtx127ZtYS0Djhw5ohk/fvwlUVFRffR6fb+ePXtevnjx4qjA8SL5vPbu3WsEgJkzZ+aGCkgA0LlzZ8+gQYPKw30uf/3rX9t37969h8Fg6Gc0GvtddtllPe+5556knJycoBVVR48elW677bbk9u3b91Y/7+uuu+7SnTt36kPHnTdvnp3juJQlS5ZELVu2zJaSktLNZDL1MxqNQZ/brl279OPGjbtE/Rva7fYrJk6c2OngwYPNtDLu/CFlrhVglIwodBWixF0CZ4UTJo2JRSN16QJMmcJyIgHsRvR3v2M3hGYzWzlIEARBEARBEBcBdqMd2SXZyCvLg8iLSLIkMSvo5sRiYdfhhYX+fElnz7KIpKgodg0fSPfuwIsvAjNnAp9+CnzyCbPHAwC3G/jsM1YiQZaZ6JSYGByRFArP+6ONAvH5mOClRi85nWyf54OjleqyxSNHBIIgCIIgmovnn0+IeHGLLAMvvJCA8eMPN+2kGhdFUXDNNdd0OX78uO7qq68ujo6O9iUnJ7sB4IcffjDMnz8/YeDAgSXXXHNNkdVq9Z06dUq7adMm2+bNm62rVq36bezYsc5Iz/XSSy/Fb9682Tpq1KiiIUOGlOzatcu0atWq6MOHD+t//vnng2LotWwNfP/996aXX345ceDAgSW33XZb/smTJ7UbN260jRkzptu+ffsOBEYxHTt2TBoyZEj3vLw8KS0traRfv36lWVlZ0p///OdLhg0bVlyfz8pms/nOnj2LAwcO6Hr16uWO5JjMzEzxqquu6nbixAndZZdd5rrtttvyBUFQjh07pl2+fLn9zjvvLIiLiysDgH379ulGjhzZrbCwUBw6dKjj//7v/wpOnTqlWb9+fdTmzZutn3766dHxYWwTly5dGrN161br8OHDiyZPnpx79uzZqhVkH330kW3q1KmXKoqCkSNHFiUnJ1ecOXNG88UXX0R/8803tk2bNv2akpLS6nM4kYjUCuA4DlatFUXuIhSUFzARCWArCu+9l3mrZ2WxVYQffwzMmMFWQ3bsSDdxBEEQBEEQxEUBz/GIM8UhuyQbEi9BEiTEm+KbfyIcx67TrVZmbWc2sxxFmZls32ZjwkwgMTHMjm7qVGDdOuCjj4ADB+p/blkGFi6sXUSqCUFgYpc+ZBGl1+u3xCsvZ8KYx8P6hwpLklTdDk+tp/sSgiAIgiAakz17dNVyINXF7t0m7Nmjw4ABrf6hvIrL5eKdTqdw4MCBA7GxsUHh9mlpaWWZmZn77XZ7UP2BAwe0Q4cO7f7YY491GDt27KFIz/X9999bdu7cefCKK65wA4Asy7jmmms6f/PNN7b//Oc/1ltvvTUiUWfTpk22999///if/vSnKlutZ555Jm7OnDlJCxYsaPfPf/4zQ62fPn16h7y8PGnmzJlZr7zySnbAGHnXXntt90jnDgA33XRTwYsvvpg4derUS7Zt25Y3evRoR1paWlno5xPI5MmTO504cUI3derUnH/+858ZgRFM586dE3ieV9TX99xzT3JhYaE4Z86cM7Nnz85V61euXJk/ceLErlOnTr1k9OjRP+v1eiXwHFu3brWuWrXq8PXXXx8k6J0+fVq8//77L7FYLN7NmzcfDhS+tm3bZhg1alT3e++9N3nv3r2tXvgkO7tWglljhtvrhsPtQJmnMreaIDBbihkz/B1XrgR+/ZWtfiwoaJnJEgRBEARBEEQLIPIi4kxxyC/LR15pHgrKW/B6WBAAux249FK2uCsxkUX7ZGSwxV+KUv0YjQaYMIEtElu+HBgypP7n3bWLWeA1FqLIFqjZbOz9JCYy2764OBZtBQClpczu7tQpZod37BgrR46wcvQoazt7lt2jlJYycYogCIIgCILjUhpUUlN7Nuh8qak9G3zOFuL555/PCBWQACAuLs4XTiDp2bOne9SoUcUHDhwwnD17NuIEl9OmTTurCkgAy6E0ZcqUfADYuXOnMdJxhg4d6ggUkADg4YcfzgOA9PT0qnEKCwv5L7/80hYdHe197rnnzgb2HzlyZOnYsWPrdTE/d+7cs1OmTMlxuVz822+/HT9+/Piu7dq169uhQ4ded9xxR8e9e/fqAvsfPnxYs3nzZmtiYmLFG2+8kRlqgRcTE+OLioqSAWD//v3a9PR0U6dOnVxPPvlkbmC/CRMmlIwcObIoLy9P+uyzz6yh87rhhhsKQgUkAHj77bdjy8vL+aeffjozNHLqqquuKrvpppvOpaenm44cOdLqbe0oEqmVwHEczBozHC4HCssLYZAqLSSjo4Fx41gE0r597Mb03XfZjZ1ez27syNaOIAiCIAiCuEjQCBrEGmKRW5oLgRegETT+SP6WQJKA9u2ZCGMyMQGpoIBto6IAY5j7cY4DBgwAhg8Htm+v/zn/+1+20EzTRPebar4ljSZ4/orit8NTLfEqKliElCTVbIsXGr0kRPysgyAIgiAI4oJn2LBhpTW1ffHFF+Y333yz3f79+40FBQWi1+sNCv8+ffq0Jj4+vloeoHAMHDiw2nk6depUAQCFhYURX6D169ev2jhRUVGyyWTyFRcXV42zd+9evc/n43r16lVqMBiqrbAaPHiwc82aNdGRnlcQBLz77rsZzz//fPbKlSutO3fuNP7000+Gn376yfjxxx/bP/vss9g33njj5AMPPFAAAFu3bjUCwJAhQxw6nS7MCi8/P/zwgxEA0tLSSoQw16rDhw8v2bhxoy09Pd1w1113FQW2paamhv377dq1ywQAu3fvNj7yyCPVHuCfPn1aAwA//fSTrkuXLhWh7a0JEpFaERatBRmODBS7ixHrjYVWrLzBio4G/vpX4I472A3aDz8AP/7IVgzq9SyBLtlHEARBEARBEBcJRo0RHtmDHGcOBE5Asi0ZOlFX94FNiV7PIpKcTia8FBcz9wCHg13Ph1v45YzYwj6Y999nlnhdugCXXw707An06MFyMBnC5jNuHALFpUBkOVhcKi9nWyDYCi9QYApnixcmQTJBEARBEMSFjE6nk9VomFAWLlwY/ec///kSg8EgDxkyxJGcnOw2Go0yx3HYvHmz5ccffzS6XK6IHwpHR0dXi2qSJEkBAJ/PF/E4NpstrH2cKIqKLMtV4xQVFQkAYLfbw4aox8fHNyh0PT4+3nf//fcX3H///QUAi3h6/PHHExYvXhz36KOPJt9yyy3FsbGxPvX8CQkJnrrGVMWv9u3bh+2rjqGOGUhNxxQWFooAsHTpUntt5y4pKWn1F8EkIrUiBF6AWcuikQrKC9De3J41REUBKSnAddcBa9awurfeAnr18if1jY5YtCUIgiAIgiCINo9NZ4NX9iK3LBeSIKGjtSNEvhXc3phMfhFJzZeUm8uEkqgoJqAE9m0oXi9w6BAr//0vq+N54JJLmKCkCks9erB5NCU87xeFAvH5/MKSGrnk8bD+obmWVIEpUFRSt7RgjiAIgiDaLoqyt0HH7dmja5Cl3e7dB9pSTiSuluucF154IdFoNPp27tx5sEePHkGRKuPGjdP++OOPEVvQtQRWq9UHAHl5eWEv0s+ePdsoF+9RUVHyokWLMrZt22b59ddf9Vu3bjVOnDjRoYpdWVlZUl1jqHM9e/Zs2L7qGGq/QGr6G5rNZh8AHDhw4OfQv19boxXcZRGBWLQWZJVksWgkQywkQfJHIz30ELBlC7v5OnUK2LgRGDsW0OnYDWhT2VkQBEEQBEEQRCskRh+DnNIc5DpzIXACOlg7gOdawUI+jmP2dhYLs7YzmZiYlJ3N9q1Wdo2fltaw8RMSgKys6vWy7M9X9MUX/vqOHasLS82xCE0QWISWXh9c7/H4I5fKy5ng5vGw/qF2eDVFLdG9D0EQBEFc2AwY4MKAAU7s2RP5qpvUVGdbEpBqw+PxICsrSzNgwABnqADhdru59PT0FvRzjowBAwaUC4Kg/PLLL8aysjIu1NLu+++/b9T3YDQafQCgVOYmVW0Ct2/fbnG5XFxtlnYDBw4sA4AffvjBLMsyQvMnffvtt2YASElJKYt0PqmpqaXfffedZdOmTeYePXqcq+/7aU20gjssIhCRF6EX9XC4HSh0BeQns9lYHqQ//MFft2gR4HIB586xJLYEQRAEQRAEcRHBcRzsBjvKvGXIL8vHWWcruybmeSA2Frj0UnYtn5DAhJ7MTCacXHYZkJpavzEHDgQ2bwb27AGWLQOeeAIYP55Z29VkB3f6NLBhA/Dqq8CUKUy8Gj4cmDaNORxs3gzk5LCcR82BJDHbPZsNsNuBxET2+cTF+XMwlZayCK5Tp4ATJ/zi2JEj/nLqFLsPKihgC+1cLhah1VzvgyAIgiCIpmXWrKyI7W55HnjqqTCrbNomkiShXbt2nqNHj+qys7OrAkF8Ph/+8pe/JGZmZrb6FTVRUVHyNddcU1RQUCA+88wz8YFt33zzjXH9+vX1WtX0xBNPxO/fvz+MRzTwv//9z7J//36jVqtVVPGoW7duFb/73e+KMjMzNdOnT0+U5WDXwIKCAr6wsJAHgH79+rn69u1bevz4cd38+fOD7Oe++OIL88aNG22xsbGeW265pTjS+U6fPj1Pr9fLc+fOTdyxY4c+tN3j8WDNmjVNbBnQOFAkUivEqrPibMlZFJUXIUYfA4EX/NFIf/wjsHYtcOYMUFICLF0KTJ3KbO3MZmaRQRAEQRAEQRAXCQIvoJ2xHXKcORB5ERIvwW6s1Xa8+ZEkID6eiSb5+SwqSc2XdPfdwN69TFyqC55nwg/Arv1TU4NFqPJy4PBh4MAB4OBBVo4cYVE+oWRns7Jpk78uNtYfqaRGLSUmNo+dXE35lhQlON+S08m2shwcrSSKrAiCf7+uQjmYCIIgCKJ1M358CebPP4WZM5NrvVbieeDVV09i/PiS5ptc03P//ffnzJkzJ6lPnz49xowZU8TzvLJjxw5zVlaWZtiwYcVbt261tvQc6+KNN97IGDx4sGn+/PkJ27dvN/Xv378sMzNTWrduXfSIESOKNm7caAuN+qmJ5cuXx7700kuJXbp0Ke/bt29pXFyct6SkhD948KBhT2XE2rx5807Z7fYqy7kPPvjg1NVXX61bvHhx3JYtWyzDhg1zCIKAkydPardt22bZsGHD4WHDhpUBwLvvvnty1KhR3R5//PGOa9eutfbu3bv81KlTmg0bNkRJkqT861//OhkaTVUbnTp18rz33nvH77777kuHDh3aY/DgwY6uXbu6FEVBZmamZu/evSafz4fCwsL99fxYmx0SkVohGkEDrahFSUUJCl2FiDXEsoaoKCAmBrjvPmDWLFa3YgUwcSLb1+nYyj2ydiAIgiAIgiAuIjSCBrGGWOSX5UPgBWgEDay6VnhPrdMBSUnsut5kYtFIPA888giwYEHtQhLPA3Pn1m6Bp9cDffuyolJRwYSkgwf94tKvvwJud/Xj8/OBrVtZUbFaqwtLycnNJ8DUJC7JMntvqsCkRiH5fKxNEPwlUFwKrIu0EARBEATRcsyYkY9LL3XjhRcSsHt3dfuz1FQnnnoq60ITkADgmWeeyTGZTL7Fixe3W7FiRYxOp5OvvPLKks8+++zY22+/bW8LIlKXLl0qtm/f/uujjz6auG3bNmt6erq5c+fO5W+99daJ8vJyfuPGjTaLxVItz1A4li5denz16tXWbdu2WbZv327Jz8+XOI5DXFxcxYQJE8795S9/yR0xYkSQ3VyHDh28e/bsOTR37tz4L774ImrZsmXtRFFU2rdvX/GHP/whr1u3blUXxSkpKa6dO3cemj17dvstW7ZYv//+e4vJZPKNHDmy6Omnn84ePHhweX3f/2233Vbcq1evgy+++GLctm3bLLt27TJrNBrZbrd7hg8fXnzzzTcX1j1Ky8MpFOrfJHAct7d///7912xZg2OFx2CQDDBpIrd5dHldyCvNQ7ItGZdGXer3di8oYHYO99/PLCwA4MorgVdeYTdDSUlAhw5N8I4IgiAIgiBaHykpKUhPT09XFCWlpedChIfjuL19+vbpv2jNIsiKjGh90+XiKXGXoMhVhERzIjraOsIgGZrsXOeNorBIpPx8JiZt2gR8/DHw44/V+w4cyCKQGppDKRSvFzh+PFhYOngQKIvQ4t1gqC4sXXpp6xFcFMUvKKnbwH11y3G1i0wU1UQQBEG0IVrqunjv3r17dDrd5T179jzU5Cfbs0eHDRsscDgEWCw+jBnjuFByIF2M/OlPf+rwwQcftPvyyy9/HT16dGlLz+dC58CBA5e7XK5DKSkpA+p7bCu5yidC0Yk6iLwIh9uBYlcxovSVNnU2GysPPADcey+7+fnhB2DfPnbzptra2Wwt+wYIgiAIgiAIopkxa83wyB7klOZA4AUk25KhEVpplD7HsSgfs5ldw48fD1x9NfDTT0zYkWXWlpbG8h01JqIIdO3KyoQJrE6WWY6hUGGpOIzte1kZW9CmLmoDAK0W6N49WFjq0qVlXBI4jlncSVLt/cKJSxUVwXWRRDVJUuSCE0EQBEEQDWfAABeJRm2PkydPSp06dQryV/72228Nn3zyid1ut3tGjBhBAlIrh65iWzFWnRWF5YUodBXCprOB4zi2wi0qillU3HgjsHIl6zx/PvDZZ2wlo2prV9dNE0EQBEEQBEFcYETro5HjzEFuaS5EXkRHa0eWY7S1wvPMstpqBc6dY8JRz55AaSkTZrRalutIq23aaBeeBy65hJXrr2d1igJkZgYLSwcOsHmG4nYD+/ezoiJJTEgKjFrq1o3Z7jUGR44AO3awPEkmU/0FN1UEqk3oqimqqays7qimhtroUVQTQRAEQRAXEL179+7Zo0ePsm7durl0Op189OhRnWrF9+qrr56W6Bl2q4dEpFaMQTKgoLwAJe4SlFSUwKK1sAabjd1k3nUX8M03zAbj9Gng88/ZCsaCAmYxkZTUsm+AIAiCIAiCIFoAu9GO7JJs5JXlQeRFJFmS2IKs1owoAnFxbMFYXh67xne5mDhTVMS2osgWjKniUlNH+XAcu6dISgJGj2Z1igLk5laPWMrOrn68x+NvV+F5oHPnYGHp8suZCBQpO3YAb78N7N5dvS01FXjwwcaz/jufqCa3u+aopkCRKVyEE0U1EQRBEARxgXDnnXfmbdy40bpy5crosrIy3mKx+IYPH170+OOPn73mmmsoCqkNQFeerRybzoZidzEKygv8IhLPA9HRLKHtnXcCb73F6t95Bxg3jq3EU23trK0+vxpBEARBEARBNCo8xyPOFIfskmxIvARJkBBvim/paUWGRgMkJgLt2jERqbycbV0uZrWm7hcXM2FCFZNUcUlo4qgrjmNiV1wcMGKEv76gwC8YqeLS6dPVj5dlFkF05AiwapW/vlOn6sJSVFT141esAJ5+mo0Tjt27gbvvBubOBW6++bzear04n6imULGJ52vP0RSp2CRJ7O9FEARBEATRgrz99tuZADJbeh5EwyERqZVjlIwoLC9EibsEzgonTJrKFXo2G2CxMNFozRrg5ElmefHmm8Df/sZWL6q2drRKjSAIgiAIgrjIEHmxSkgSeREaQYNofXRLTyty1OgXs5m9VhQmNgSKSmqkktvNIpfcbiZAaLV+UUmjaR4hIToaGDqUFRWHAzh0KFhYOn6cvZdQTvEKgwAAIABJREFUTp5kZd06f11iIhOVLr+cCUtlZbULSCqyDMyezY5vrIikxqApoppqsswLJzRJkr+O44KLOr9I6kPrCIIgCIIgiAsaUhdaORzHwaK1oMhdhILyAr+IxHHsRs3hAO67D3jiCVb/+efA7bczX/WCAuY3TrZ2BEEQBEEQxEWIRtAg1hCL3NJcCLwAjaDxX0+3NTiOCUM6nb/O6w0WlEIjlkpKmKWcGqmk0TBhqbl85y0WYNAgVlTKyoBffw0Wlo4eZe8llMxMVr7+uv7nlmVg4cLWJSJFSlNHNQWKSEDdIlJoW7i+tR1/Pn3rM0ZDxiUIgiAIgiDqhESkNoBZa0axoxgOtwPlnnLopcpEtGpupEGDgCFDgO3b2c3EvHnABx8wX3KytSMIgiAIgiAuYowaIzyyBznOHAicgGRbMnSiru4D2wKiyHIJqfmEFMUvIIWzwSstZfcHgF9QUgvPN8+cDQagf39WVNxu4LffgoWlw4fZvM+HXbuAtWuBlBS2yO5CStp8PlFNHg/7rgQWldB6tS1wG1pfU3RSXWJPYFuk/eojbtV2fCRClCrACULwfk2vCYIgCIIgLlBIRGoD8BwPs8YMh8uBgvICJEqJrCEwGmnqVGDnTnZTsHs3sHEjs5LIzydbO4IgCIIgCOKixqazwSt7kVuWC0mQ0NHaESJ/AV4bc5xfFFIXkclydVFJtcGrqGCiUkUFEyNUGzyNpvYomMZGqwV692ZFxeMBjh3z51navBnIyKj/2I88wrbqvVO7dqzY7f599XVcHBObLqT7pkiims6XUFEpEnEq3HHh+gVaF9ZX3IpkDrWJTqpQxPP+Evg6UEyqTXCqTYQi8YkgCIIgiDbABXR1fGFj0VqQ4chAsbsYsd5YaEUta7BamU1EcjJwyy3AJ5+w+r//nSW6FUVma2cwME9wgiAIgiAIgrgIidHHIKc0B7nOXAicgA7WDuC5i+ABLs+zewGDwV/n8dScW6msjAlLshwcqaTVsofezYUkAd27szJxIhOAXn+94eMpCnDuHCuHDtXcj+OYkBQqMIXut0Wx6cgRYMcOwOlk0WtpaUCXLuc/blu2h6tN3FIUf/4pdevx+PcD69UcVTUJTIH1qp1gfaKcQkWptvp5EwRBEATRJmljV70XLwIvwKQxocRdgkJXIeJN8axBvclxOIBbbwXWrweKiph3+JIlwD33AFlZfls7i6Vl3whBEARBEARBtAAcx8FusCPbmY38snxIgoQEc0JLT6tlUG3Q1HsDRQkWlMrL/aKS283uNdxu9vA6UFTSaJrvYbapgbms4uLYg/5z54KjUmpCUZibQ34+i4CqCZ6vXWxSX8fENK/4Fo4dO4C332aOFaGkpgIPPtg2c0c1BqECWEOFNjVqKlB0UkUo1UYwnPCkKJFFOdUn8qm21yQ+EQRBEATRAEhEakNYtBZklWShyFWEGH0MJKHS/9piYRFJNhtw333Ayy+z+n/9y79qLy+PWVMYDG1vxRxBEARBEARBNAICL6CdsR1ynDkQeRESL8FutLf0tFoejgP0elZUvN7qNniBwlJJCYvKCBSUdLqmu9doqMjx3ntMBPB6mZCUkwPk5rL7o9zc6vvnzkU2riyz4/LyWB6nmuB5IDa2usAUKjZFRzeN2LRiBfD008G2cIHs3g3cfTcwdy5w882Nf/62wvkKbYGRRfUhMNopVISSZX8uK7VdbQOCBaLQyKaahKlII51C+5P4RBAEQRAXNaQmtCEkQYJBMsDhdqDQVYh2xnasITA30siRwH//y1ZQlZUBr70GvPgiS6Kr2tolXKQrLgmCIAiCIIiLHo2gQawhFvll+RB4ARpBA6vO2tLTan2IIovEUCOAFIXlTqrJBk+93+A4v6CkCkyN8QC6Sxf2MD/cQ/6aGDjQH0UiiiwqKS6u9mM8HiYkqaJSaFEFp4KCyOYgy/5jaxObBCFysSnSPDo7dtQuIAXOcfZsZn9+MUYktaTQxnENE15DrfZCI58qKsJHPqm5niKJfKpJeKpJhFLHDtyG2ycIgiAIos1BIlIbw6qzIseZg6JyFo0k8JUrnSwWVoqKgIcfZiulACYo3X47cPnlzNauoIDZ2pnNLfcmCIIgCIIgCKIF0Ut62HQ25JbmQuTEqsVaRC1wnF8UUvH5arfBKy1lD7MlyS8qaTSsNIQHH2QP8+sSRQD2sHratPqfQ5KA+HhWaqOionaxSRWcCgsjO6/Px6KkcnJq7yeKTGyqKVdTXBzb2mwssiaSzwpg/RYuvPhEpLYqtDVUfApntRcoRKniU2h0VE3C08mTwN69bAGr0QhceSVw2WXB0Uu1CUqh+5HW1aedaLMoigKO/oYEQRCtAhKR2hgaQQONoEFJRQmztTPEsAY1N1JJCdCtGzBiBLB5M2ubNw/4+GMgKop5e+v1LCKppb25CYIgCIIgCKKFMGvN8Mge5JblQuAFJNuSoREaKG5crAgCe3BsNPrrKiqq2+CpdWVlTFRRlGALPK02sgiFtDRgzpy6H/rzPIsaacqH/RoN0L49K7VRUeG3vQsX0aSWoqLIzuv1AmfPslIbguC3PYuUXbuApUuBpKTgXEGBD+brU9S/abgH/Gp9aF0k56pp3NrOVdO4b711cQltqgBUX0JFpR9+ABYtAvbtq963Tx9g8mSgf3/2b10tag6o0L9juEilUJEotC70+1DT96Q5RKrQ8xMRoygKvLIXHtkDj89TbeuVveA5HpIgQeKlsFueo+g24uLjl19+0fbu3bvXpEmT8v/973+fUuvHjx9/yerVq6OPHj36U+fOnT2RjBUXF3eFVquVT58+/Utzz5doW5CI1Aax6qzIK81DkasIUfoo/3+aaoRRUREwfTrw3XfMjiE9HVi3Drj++mBbu7pueAiCIAiCIAjiAiZaH40cZw6LSOJFdLR29Ef6Ew1DjTSyWNhrWWZRSeFs8CoqgOJiti8ITExSRSVJCv9A9pZbmMixcCETPUIZOJBFILWWB/0aDYteSUysvZ/b7ReWasrXlJvLPq9IqK+ApPL88w077mJh1y7g3ntZpJrRyO6rDYbq+2pR6wwG9p1uqwTme6rL/m//fuDnn2u2/wsUlMKJTDXVB0ZRqXVAcHtonSpaRSo+1VQHRCZs1bb/22/A998DTid7bjNsGHOMUYW9cMJUTds2JFb5ZF+NIlGgWKQWj1z52ueFDBkcOIi8WJXHUBREiJwIUah8zYs1ikwiL1Ik0wXInqw9ug1HN1gcbodg0Vp8Yy4b4xiQMMDV0vO68cYbL1mzZk30Sy+9dPrxxx/Pq63v4MGDu+zYscPy0UcfHZs8eXKEq0haLx6PBxqNJiUtLa3k+++//62l5xMpTqeTe/nll9utWrUq6sSJEzqXy8XbbDZvXFycJyUlxXnbbbcVjhkzxtnS82wtkIjUBtGJOgi8gGJ3MYpdxYjSR7GGwGgkjwf4wx+AJUtY2yuvsHxJMTFAdjaLRjKb/R7nBEEQBEEQBHERYjfakV2SjbyyPIi8iCRLEj10akx4nt176PX+Oq+35txKLhcTSrxev32eWlT7rrQ0Vo4cYXZkTie7r0lL8+dAamtotUwcS0qqvZ/bXbPAFPja4WieeV+MfPttw47TaIJFpnDiU6gQVVMfddvcOYYaw/6P45rXFSVQUFLnHa4uVLAK7VeX4KXmnAot+/axCL/9+6vPrV8/ZtE5aFD46KxQUau+YtP5biNAUZSIRKJAccireOHxeeCTfRB4oUokEnkRBskAiZdg+O0EzN/tAucogcdkQPGQFDi7JMPj86BcLq8ajwfPhCXeLypViU61RDBJvESLRtoYq35dZX5+2/MJe7L2BD3InL15NgYkDHDOumpW1vju40taan733Xdf/po1a6I//PDD2NpEpMOHD2t++OEHi91u9/z+979vVAHpjTfeyHj22WezO3bsGFEUUnPRpUuXivT09AMxMTHelp6LSmFhIZ+Wltb98OHDervd7hk7dmyh3W735ubmSsePH9cuX77c7nQ6BRKR/JCI1Eaxaq0odhej0FUIm87mv9ENzI10113AqlUs8ig7G3jvPeYjbrMx/271Zo5s7QiCIAiCIIiLFJ7jEWeKQ3ZJdtXDpXhTHflwiPNDFIPztCqKX0BSxaVAUcnpZPcvHOcXlHQ6lnulrYpGDUWrBTp0YKU23nsP+Pvf6z9+ly5AQkLww3Gg5ofptZXAyJCa6kLHjeRcgQ/9a6oLHCPcuQAmVKr7zUFFBSuRWhdGgmpVX5PQVJtIFa6PXl+7eNAW82w1p9AW+v37z3+A556r+TPbtw946CHgb38Dbrih+nc/nKgVKFZFKjrV9bqmcSq3XsjwKD544AvYeuGBDI/Mtj7FV9nPCw/Yvlf2ATwHkZcgihpIvAiNqIFBNELUaSAJmmqLNvRbdyDmlbdh2LE7qD4BQFlaKs499iDKh/m/U0FRTD4PXF5X1WtVpJIEqSp6KVBsqktkogUlrYfXdrwWO/PrmcmyEv7f0p6sPaaJn03s+uroV08+fOXD55p5egCAG264oSQ5Odl96NAhw3fffWcYOnRoWbh+CxcujFUUBbfeeus5qZEjVJOTkz3JycmtSkACAK1Wq/Tr16/Fo8UCmTt3bvzhw4f1V199dfGXX355TKvVBl0Q5OXlCfv379e11PxaIyQitVGMGiMKXYUocZegpKIEFq3F36hGI+XmMlu7Z59l9YsXs3DyuDi/rZ3RWHfSWIIgCIIgCIK4gBF5MUhI0ggaROujW3paFw8cx0QhnY4teAOYbVVobiU1v5LbzUQlj4dZhKn5lXieCVTq9mJ+ADhsWMNEpNdeu3iEuY8+Al54of7HjRvHIkjKylgpLQ3eV1+H1kcqvtSH8nJWzjXSM1OOqzkayucDdu+ue4xAdu0Cvv4a6NyZ/VsNLaJ4Yf1bDRRnduyoXUBSkWXgpZeArl0jF9xqioiqKZIqMJ9VmGNk2QePr4IJRL4KJgzJHiYSqYIQZHigwAsfvJwMr8IEIy8UiIIEKSACyMhXvhZECIIEoALgKwMQarIM5DlY/rcecXNfAyfLUAAEfisUAIYdu6G/+W7kPP8EHJPGARwHsbKwsSQAGkDgAImHAsCj+OCVPfAqPng9FShVyuFVvEzg4iqt8gQRElfdKq82kUnkW9Hj1AMHgE2bWARqbi4MwAX14HvVr6vMtQlIKrIi49GvHu10ie2SipaKSLrzzjvz5s6dm/TOO+/EDh069HRou9frxaeffhrLcRwefPDBqmilEydOSG+99VbsN998Yz1z5oy2uLhYiIqK8l555ZUlzz33XHakAkxNOZFkWca8efPaLVmyxH7mzBmtzWbzXnfddYULFizIDDdOfn6+8I9//CP266+/tp44cUJXWFgoms1mX//+/Z1PPfVU9ogRI6oEsgULFsQ++uijyQCwY8cOM8dxKWrbY489lvX3v/89u7acSCdPnpSeeuqp9ps3b7bm5+dLJpPJl5qa6nz66aezhgwZUh7YVz3X22+/fSIxMdHz/PPPJxw4cMAgCIKSmprqfO2118706dPHHclntXPnTiMA3HfffXmhAhIA2O1236hRo0pD6z0eD1599VX7v//975ijR4/qvF4v165dO09aWlrJ7Nmzz/bs2bPq/Pn5+cLs2bPj169fH5Wdna3R6XTyFVdcUfrYY4+dHTduXNB3dOXKleabbrqp62OPPZZ17bXXOubMmdP+xx9/NDkcDiHw73n06FHp2Wefbb9lyxZrbm6uZDAY5JSUlJJnn302+6qrrgorXDYWrehXj6gvNp0Nxe5iFJQXBItIgbmRxowBPvkEOHyYXVzOn8+s7WJjgawsdkFoNgcnwyUIgiAIgiCIiwyNoEGsIRY5pTngeR4aQQOThqyfWwxB8D/EVqmoqNkGz+1mD0gDi5prJFBYUnO7hJYLjS5dgNTU+j30Hzjw4hGQgIZHyNx7b/0/JzXari6hKbS9tj5lTfCsSFH858+rNaVH5Pz5z3X3UUUljYb9Ow0nNgX2Ca2LtI9ap7aHO7a2ovaLRPRqyqit0EikCGCWcl54FC8qZFUo8sGjRvEoPia0yAq8MuBRAK9Phlf2gFM4iOAhcgJECNByPIxK5WuFY2JPkDClsN/gCh+guGqPQqwUlfQ/HULcnAXgKvuEfsLqa06WETdrHjwaAeX9eweLUUCQFR/HcdBwHDSBnxnHVQ7GwQcZXsXNhDLFhwpFRllltJUPMgSOhyho/EKTmpOJ1zBBSZAgCRqIogSNoIUoiJVbCYIghrc3rC3/Vn3ZtAmYMwfYujWoujvQo/6DtV6e3/Z8Ql0CkoqsyHhh2wsJ47uPP9zE0wrL/ffff+6ll15KXL16dXRJSUmG2WwOmviKFSusubm50uDBgx3du3evUOvXr19vXrhwYfyVV15Z0qtXrzKj0SgfO3ZMu27duqhvvvnGtnnz5kOpqakNjuS56667Oi5btsxut9s9t99+e54oisqGDRuiRowYYfR6vZxWqw3qv3fvXv3LL7+cmJqaWjJq1Kgim83mO3PmjGbjxo220aNHW1esWHFkwoQJJQAwcODAsoceeij79ddfb5+YmFgxadKkqlUNI0aMqFXMO3DggHb48OHd8vPzpbS0NMdNN91UcObMGc369eujtmzZYl26dOnRSZMmVfPnXb16tW3jxo22q6++unjy5Ml5hw4d0m/evNk6cuRI44EDB36Ji4urMzFkdHS0FwAOHz6sAxBRwsny8nJuxIgRXXbu3GlOSEioGD9+fIHZbPadPn1au379+qhhw4aVqCJSTk6OkJaW1v3EiRO63r17l1533XWF+fn54tq1a6MnTJjQdf78+aceeeSR/NBz7Nixw/Taa6+1T01Ndf7+97/Pz8vLEzUajQIAW7duNYwbN66rw+EQrrrqquLrr7++MD8/X/zqq69sI0eOtH766adHJ06c2GR+xiQitWGMkhGF5YVwup0orSiFURNwgxUYjfTEE8Af/8jqV68G7rgD6NuXrfLLz2ch6506Nb+fMkEQBEEQBEG0IowaIzyyBznOHAicgGRbMnTiBbWgt22j0bBitbLXsuwXkzweZk/m81Xfhha3mx2rtitKeGEpnPjUliImHnyQ5VuJ5EE2zwPTpjX9nFoTzSm0BUbbRTdSlKMsM1G1PtFQdfVxtZDbkMfDSlMIY01BbQKUKLLflWPH6jfmrl1MEIiPDxbTAre11MuiAA/PwSsCHoFjhQc8AlAhKPBwCrN5UyqFo8poHK/ig0/xQeQEFj3EiRB5AVrOCEli+Yp4rgmfFSkyoAAxn79aJSDVBScriPnoc2T07Rlih6mwkKVwNphV5/PXCYoCgeOgDRVyKve98MCjuKrs/MrghVdhUVkyFIi8BKkqp1OlRV5gTiY+TESToIHEieDU/08aWj79FPjrX5smwrEVsSdrjy40B1Jd7M7abdqTtUc3IGFAs/+gJSQkeK+55pqidevWRS1ZsiRq+vTpQWGi7777biwA3HPPPUHiwY033ui444479lut1qA/6Pbt2/WjRo3q/vjjjyd98803Rxsyp/Xr15uWLVtmT05Odu/evfuQ3W73AYDT6cxMS0vrXlBQIBqNxiDRJSUlpfzMmTP74+Pjg+p/++03zeDBgy//61//2mHChAkHAWDo0KFlgwYNKnv99dfbd+zY0b1gwYKsSOd2zz33JOfn50tPPvlk5gsvvHBWrd+wYUPe9ddf3+2+++67ZOzYsT+HinEbN260rVy58sgNN9xQJVLdd999SYsWLYp75513Yp999tmcus49adKkwjVr1kS/+OKLicePH9def/31xWlpaaUdO3asMW/TjBkzEnfu3GkeNWpU0RdffHFcp9NV/biUlZVxxcXFVauS/vKXvySdOHFCd8cdd+QtW7asKipt3759OUOHDr38iSee6Dhu3Ljiyy67LMh+8LvvvrMsWLDg1IwZM4K+I263m7v99ts7u1wufv369YevvfbaqlxNx44dk6688srLH3jggU7XXXfdz4HzakxIRGrDcBwHi9aCIncRCsoLgkUks9mfG6lnT+Caa1gYOQDMm8f+w7Fag23t4uJa5o0QBEEQBEEQRCvBprPBK3uRW5YLSZDQ0dqxddnWEH543m+9FY5QQSmcyBS4HygsqWJTbdFNNUU1tZboprQ09lD66adrf9DI88DcuS2fu6YlaMtCG8/7o/Xs9sYZ0+v1C1NOZ7Do9OWXwMqV9R/Tbmdz9Hr9YpFa1H+DbQ11/o3N8uUNPpQHoK0s4VB4DoooQhZFKJIIiAKUShGKbQUoosiK5N8i8HVNdaH1IW2QahhXFKGIAsTsXBh+/KWahV1NKAAMPx2EJr8QFZ07NfgzY4MFiE8h0VKiorCHpqFilKJAln1B+Zi8Pg9cFWWVEV8e8OBYpBYnQKqK4uIhgkVvSbwACYGFD7bKCxG0giKY9u5tcwIS95zf4qw5SF2c2rOhxyrPKHvP59z33ntv3rp166I+/PDD2EAR6dSpU9K3335rjYmJ8d5+++1ByfE6dOgQ9odwyJAh5QMHDizZsWOH2ev1QhTrfz363nvvxQLMWk4VkADAZDIpc+fOzbjpppu6hh4TGxsbNpKna9euFWPGjClcvny5/eTJk1KnTp0a/EN4+PBhzQ8//GBOTEysePbZZ88Gto0ZM8Z53XXXFaxZsyZ6+fLltvvvv78gsH38+PEFgQISAPz5z3/OW7RoUdyePXsistqaPHly0fHjx8/Mnz8/YenSpfalS5faAcBut3vS0tJKpk2blhco1Ljdbm7ZsmV2vV4vv/fee6dChRqDwaAYDAYvwCKWVq9eHWMymXz/+Mc/giwD+/Xr5/rjH/+Yu3Dhwvh333035qWXXgp67z179iwLFZAA4JNPPrFmZmZqpk2bdjZwXgDQuXNnz7Rp03LmzJmTtG7dOnNTRSPR3VAbx6w1o9hRDIfbgXJPOfSS3t+oRiPl5ACPPQZs2cIudPbvB9asYV7OsbHA2bMsGslkIls7giAIgiAI4qInRh+DnNIc5DpzIXACOlg7NO1KbKJpiFTMUZTqwlJNUU1tLbrplluApCRmlbVrV/X2gQOZMHIxCkgACW2hiKLfHj90kWmHDg0TkZYsqT16S/13U1HhF5ZCxaZwJbRfRUXNQpXaXtvxkZ6nLYpeYNE7XIUHfEUTiF+NRKS/hGq/pPv+Cl+UNVgAEwVAlKBU1QmVgpW/DwLaFFEMaReCBK7g/rUcK4hQRAkQ9VBEEV6Rg5fnUCEAHh5wC0ApJ1fmaPJC5DlIPA+RUyByYK85BSJ8EDkFEidC4ioFJl5krxUeEieAX7q0TQlIFxs33nhjSYcOHdzp6emm9PR0Xf/+/V0A8M4778T4fD5u0qRJ+eFy8Cxfvty6ePFi+y+//GIsKioSfD5f0D+J3NxcMSEhod4/QD///LMBAEaPHu0MbRszZoyTr8GVasOGDabXX3+93b59+0wFBQWix+MJms+pU6fOS0TauXOnAQAGDRpUIklStfbhw4eXrFmzJnrfvn0GAEEiUkpKSrVcRZ07d64AgKKioohX8TzzzDO5M2bMyF+1apVl+/btpp9++km/b98+0+rVq6NXr14d/eijj2bNnz8/GwDS09N1paWlfP/+/Z21RSupfd1uN3fFFVeUhxPkRo0aVbJw4cL4/fv3V1sF1a9fv2rvDQC+//57EwCcOnVK+8gjjySEth85ckQLAAcOHNCRiESEhed4mDVmFLtYbqREKdHfaDKxi7/CQhY2f9ddwLvvsrb584FRo9iqPYuFJeIkWzuCIAiCIAiCAMdxsBvsyHZmI78sH5IgIcFc7X6NuFDgOL8VVV3UFskUTnBqDdFNaWmsHDkC7NjBIkxMJlZ3MeVAqgkS2iKjqez/eN5vVdkWUP9N1yY2rVzJxLN64hzUD+VdOkGuHEepGpttBZ8M3uNjW68PvMcH3ieD93rBeX3gPF5wXi/b+tgW6usIreLaEmKxA2Jxk6X/aHQUjgsQogQWFSao+zxkgW0VQaiK1oLIosV8ogifJMHjqoApPT3iqC2i+eF5Hn/4wx/yX3zxxcR33nkndvHixRmyLOPjjz+O5TgO06ZNqxZl8uyzz8Y999xzSVar1TdkyBBHhw4dKvR6vcxxHNasWWM7cuSIvry8vEF/cqfTKQBAUlJSNcFHp9MpFoulmiDy/vvvR02dOvVSrVYrDxkyxNGpUye30WiUeZ7H1q1bzXv37jW5XK7zenisij3x8fFhhaiEhAQPAARaxKnYbLZqwowkSQoAyLJcr8/JYrHIkydPLpo8eXIRALhcLm7+/Pn2Z555psOCBQsSJk2aVDRw4MDygoKCWucbSGFhoQgAcXFxFeHak5KSKmp6bzWNX1BQIALA2rVro9auXVvjuZ1OZ5M91G+TIhLHcUkA5gAYAyAGQDaAlQCeUxSlsB7jDAXwGIA+AOIB5AL4BcAbiqJsaOx5NxUWrQUZjgw43A7EemOhFQMCmGNjWTTS2bPAffexi5n8fBad9O67wPTpzNaurIyJTWRrRxAEQRAE0Saga+KmReAFtDO2Q44zpzK3gQS7sZEso4i2S32jmyK10wssal1jRzd16UKiUYAdVdA2NZU99D96lAltpaXs3lgV2jiO9W1LObGagrZs/9dY8Dx8ogCfAMg6ET5FA58iQ1Zk+BQffIoM/voRiF2ypF72bByAn+6fCPelzEJV4ipz7VTmKJI4Edz5fP98fpEJ3gCxyesD5/H4BaegNlWIquzj9YHzsi3U11VbLzivJ7hv1TEBYlbAFpVbobAIYlHbEYMaCqco4AKsEM/H9LSt/RI11CJuT9YeXUOs6XZP3X2gJXIiqTzwwAP5r7zySsLnn38e8+abb2Z++eWXpjNnzmivvPLKkl69erkD+7rdbm7+/PkJdrvds3fv3oOh1nY7duwwHTlypMFzMZmMwoUEAAAgAElEQVRMPgDIyMiQunTpEiRquFwuzuFwiGazOUiUmTt3boJGo5F37NhxsE+fPkHznTRpUvLevXvrlacqHKoQlJOTE3YFT1ZWlgQAFoslrLVeU6HT6ZRZs2bl7ty507hmzZror776yjxw4MDy6OhoHwCcPXu2zhVHUVFRXgDIzc0N2zcjI0MDhH9vNf3Oq30//fTTo7feemtxxG+oEWlzIhLHcZ0BfA+gHYBVAH4FMBDAQwDGcBw3RFGUc7UMoY7zAICFAEoB/A9ABoAkABMBjOU4bpaiKC80zbtoXARegEljgsPtQKGrEPGmeH+j0ejPjaQowMMPA7NmsbZ33wVuvhlISAi2tTOba/YVJwiCIAiCIFocuiZuHjSCBrGGWOSX5UPgBWgEDaw6a0tPi2gLtObopkDniVAxJZCaBJfQJPXhjj+fYyI5d0PnG/hwRs0xEvjaaGSOHYFkZlbPiRKapyRcXWhbfY6r7Zhwx9Y0dmNzAdn/KYoSJPzIkOGrfM3q1X2lsk/gPuuv9pMV/76iKPDFi5D6dId1/68RzYUDUNq/N2J7pTbdGxYEFuFSY9aklkNz7CQ6/f7+eotuGa/NgTchjglXVQKYr1IM89f52wMELa+PRWup/T3e8H2Cjq9jfF8N/dWxL8BosKZmQMIA14CEAc49WXsiFi1SE1KdLSkgASzH0ciRI4u+/PLLqGXLltlWrVplA4C77747L7RvRkaGWFpayl999dXFoQJSQUEBf/DgwfN6QNu7d++y3377Tf/VV1+ZunTpEmQLt2HDBpMc5rf8zJkz2h49epSFCkherxe7d++u9rdQLfF8vsj1nkGDBpUBwK5du0zh8j1t2bLFDAD9+/cvi3jQRsRkMskA+7+ich4uo9EoHzp0yHD69GmxNku7/v37u7RarXLw4EFDQUEBHx0dHfQhb9q0yQwAffv2jfi9XXnllc4lS5a027p1q4lEpMhZCHazPF1RlDfVSo7jFgCYAeAFAPfXNgDHcRKAFwG4AKQoinI4oG0egH0AnuI4br6iKO4ahmlVWLQWZJVkodhVjBh9DCQh4GYlJgZwOJhINGEC8PHHwMGD7GZj/nxgwQIWOh5oa5ecTLZ2BEEQBEEQrRe6Jm4m9JIeNp0NuaW5EDkRkiDBINGCK6IRaazoptryNoVGN4UTGcKJF5G0Af57x/ocU5/z1Ge+tY1b3+MCxaNwJbRPbcfUNaYs1zx+XeOGe11fYaq2+sC20aOBqCjgvfeA9PTqf5eUFGDqVGDQIKC8vPa/Qeh+IBH+HRVFgS9A0PFBhgy/8OOTwwtEgUKRAiUomkhWBSb4oCioEo6UShGJ53jwHA+B48GDq9wXwHEcBJ6HBiLyptwGy8PPgpPrFg4UnkPBlNvr7HehUtG5E8r69YZh388R9ecAlPXvjbKhA5t2Yo2Nz1eHyFW3SGXc+gOsaze29DtpVmZdNStr4mcTu8pK3RGQPMfjqaueymqGadXJ1KlT87/88suoN954I+7w4cMGm83mVS3TAklOTvZotVpl//79RofDwVssFhlgUUL33HNPR4fDcT5Ba5gyZUr+f/7zn5hXXnkl4dZbby1Wc/Q4nU5u9uzZSeGOSUhIqDhx4oQuUCyRZRkzZsxIPHnypC60vyAIsFgsvqysrIh9Sbt161YxaNCgkp07d5rnzZvX7umnn85V27766ivjunXrom02m/f222+v9pk1Bi+//LJ94MCBpSNGjKgm5Ozdu1e3fv36KAAYMWKEEwC0Wq0yefLk3H/+85/xU6ZMSf7iiy+O63S6qh/48vJyrqioSGjfvr1Xr9crN954Y8Hnn38eM3PmzMT333//jNrv559/1n7wwQftJElSpkyZUhB67pqYPHly0XPPPVfx/vvvt/vd735X8n//93/Vwje//vpr45AhQ8oMBkOTKNZtSkTiOO5SAKMBnATwdkjzMwDuBTCZ47hHFUUJm4iqkmgAVgA/Bd4sA4CiKIc4jvsNQG8AJgBt4oZZEiToJX1VNFI7Yzt/Y2A0Umkp8NRTwB13sLa1a9l+SgqztcvK8tvatWsX/mQEQRAEQRBEi0HXxM2PWWuGR/YgtywXAi8g2ZYMjdBG8ncQFw4NiW4KF8mkrhSuj/jSEMGmucetj4B1PkQqGkUi+DR2/0iOCfc+6jo+sE6WgX79gDffBI4dA/buZXm2jEb2XOGSS1h/hyP4XHXsKzITgJjw4wsQglRRSIZP9vr3VUFI9lWKSApkhe1XCUtQqvqH2xcqxSCe4yGAB89x4MFeS+Cg5XjwnACB48CBh8ALELjK3/6g75sCwBtUL3e9DDnT70Hc6++CU5RqUTbqa4XjkPPwVJRflgwUFNT9Xa1LdGsozT1uSNu5P0yEfv8vEYtu5ybfDLhcNZ+jPgJ0UF1VRdh5nheV0WDQatDQJ7wVyUmwrt14UeVEGt99fMn8a+afmvn1zOTahCSe4/Hq6FdPju8+vqQZp1cjN910kyMxMbHi559/NgLAXXfddS5QdFARRRF33XVX7qJFi+J69OjRc/To0UVut5vbvn27xel0Cqmpqc5w0T+RMnbsWOcdd9yRt3z5cnuPHj16Xn/99YWiKCobNmywRUdHe6Ojo6tF1DzwwAM5Tz75ZMf+/fv3HDt2bKEoisrOnTtNJ0+e1I0YMaJ48+bN1cLyBw8e7NiwYUPUyJEjO/fp06dcFEVl5MiRJddee62zprktXrz41PDhw7s/88wzHb766itr3759y86cOaNZv359lCAIysKFC0+qolpjs2HDBuvf/va3jomJiRUpKSnOpKSkCrfbzR07dky3bds2i8/n4+65556coUOHVolMr776alZ6erpx48aNts6dO/caOXJksclk8mVkZGi2bdtmeeGFF85MmzatAADefPPNM7t37zYtWbKk3b59+4yDBw8uyc/PF9euXRtdVlbGv/zyy6dC7QVrQ6/XK5999tnRcePGdb355pu79O/f39mzZ89yvV4vZ2RkaPbv32/MzMzUZGVl7TcYDDVGSZ0PbUpEAvC7yu1XihL8y6EoSgnHcdvBbqivBLCplnFyAeQB6MpxXBdFUarMJTmO6wqgC4AfI7EAaU3YdDbkOHNQVF6EGH0MBD5ArI6N9Ucj9e8PjBkDbKi0uJ83D1ixgq0es9tZviSdjtna6fUt82YIgiAIgiCImqBr4hYgWh+NHGcO8krzIPIiOlo7Bl9vE0RrQo1u0rY+66o2T1PaxTUmzSFQXXops/8LaKuK5pF9lcKPj4k7te0rPsgy4FMAWQFkma8UibjKIsMnK/59RWGiETgoMhN6QoUggePBgYPE8UwMAlcZOcRXiUeRiFvVPtPa+oS0OyZeB09yEmI+/AyGHw8EdeUAlPXtiXN33oLylCtqP2995tUQaju+oW31PLa8d3fkPDQVcf9YXLfo9tA9KL/8MrZIOnCs0G1NdbXNpbaxGipUR3pcWMEreKci2oqy3t1h+Dkyq8QLhRlpM/IvjbrU/cK2FxJ2Z1UXVFITUp1PXfVUVmsRkABm8XbHHXfk/f3vf08EgAcffLCalZ3KW2+9ldGuXTvP8uXLYz/++GO72Wz2Dh061PHKK69kPvroo2GjherDhx9+eLpbt26uJUuW2JcvX2632WzesWPHFr722muZl19+ea/Q/k888USeXq+X33nnnbjPP/88RqfTyampqc6PPvroxEcffRQdTkT617/+dfrBBx9Utm/fbtmyZYut0iYvqzYRqXfv3u5du3YdnD17dvvNmzdbd+7caTaZTL7hw4cXz5o1K3vYsGFNZmW3YMGCjP/9738lW7Zssezbt8/41Vdf2Xw+HxcTE+MZOXJk8d13350fahtnMBiUrVu3HnnllVfsn376acyKFStiACAuLs4zduzYouHDh1e91/j4eN/u3bsPzZo1q/369ettixcvjtPpdHLfvn2dM2fOPDthwoR6f1eHDBlS/uOPPx6YN29e3Ndff21bsWJFDMdxsNvtnt69e5c+9dRTmXa7vUkEJADglPP9z6YZ4TjuFQAzAcxUFOXVMO1vAXgQwDRFUd6pY6xbACwDW1X5PwBZABIB3ATgMIDfK4pyNII51ZQcrnv//v0Na7aswbHCYzBIBpg05513rE5ynDkwSAZ0snVCjCEmuPHMGeD0abZyzekExo4FKipFz5deAm66ie0XFrL6Dh2YrV1buEAmCIIgCOKiJCUlBenp6emKoqS09Fyai9Z4TVw5Vo3XxX369jEsWrMIsiIjWh8dyXCtElmRkV2SDaPGiP9n787j5LjrO/+/qqqr72M0h2SdNgH5kHEgMRIM5gcREHMZEhyZQAgkKIEHKyUhJCH4YWInWLvGgWzCw1gGNgdLWAKJwQEvOMAuayA242iAXzb8sA0yPnSPpJnp7jn6rvr98Z3q6Z7pOdWjud7Ph+vRR1VXf7tl2VX17s/nuzm5mW3pbVzQROciIhcguJ7j4+P7/oy37dgmeL9W67x6KDRZIeR5Xr2lXNAGzvO8epu44H7wWiwmW8JNhEK2Zap/mtrFWQ6O7WBh1dfN8OW05/5c+5zXPnzCP/kp8YePYI+M4SUTjF+3h/Llz577PRcypqVYvxT7nWVd7Lv9dH38vxPv//dp68Z3P5/Bd/8GhRc1HPLNNwCq3/ebbub/uhb7aLw73+BqIetm2Cb2/f9g2/tub1m1FXwz3/f9i3pw8v3vf/970Wj0qquvvvqxpX6v7536XvRrT3wtnS/lnXQkXXv1c16dX+45kERWix/96EdXFYvFx6699toXLPS1q60SKUg6Z5pAKni+Y64d+b5/r2VZp4DPAW9vWDUAfAp4crGDXE6ZaIbz4+fJFrNsiG1oPqAK5kY6dcoERPv3wyc+Ydb91/9qehsnEtDRYbYZGjKPe3qW58OIiIiISCs6Jl4mtmWzKbmJ0yOncW0X13G5JHnJcg9LRNrMm5j/Zq7wpJ3bwOJCnJleZ/6Z4XUNz7d6/dTX1Lehed+NIVIQCgVhUBAANYY9tm3jWu6MAVFbzWfepYuo/HPPo/xzz1vuYax4hTe8hhNveA3hx48S/04f9sgoXirJ+Et7KV+5c3kHt5CKp3lUqs25rxkCr8KllzJQrrHpA3dged66am0H8IItLygqNBK5+FZbiDSX4L+bc/6UwrKsXwf+GrgPOAQ8A1wK3ArcDbwMeNNc+5npV68Tv8T8+XmNuo2ioSi2ZZMv5cmX8nREG64dxONm3qNsFnI5eNe74ItfhHPnzPLf/hu8973mAKu727S1i8VMW7votHnTRERERGRluujHxLDyjouXSsgONQVJYSe8qqurRNazqlelXCtTqpYo18r1pepVTZA0JYSZGp5MDVgat50a/rRa1xjK1PczQ1A0074ty8LCqt+afybut1rf8NzU9UD9vm3Z055rvN/4XD0UWoowSNal8pU7lz80mmop5lhbpPw730bliufQ9Rf3EP/ukeUejoisA6stRAp+VTmt9+KE9JTtWpro8f53wH8Ab2voJf+4ZVlvA64AbrIs6xd83//WhQ354stEMuRKOYYKQ2QimeaDuK4uEyCdPg1bt8If/iHcfLNZ93d/B/v2mSqlSASSSRgcNEGS2tqJiIiIrBQ6Jl5mYSdMd7ybgbEBbNsm7IQvSutqEVmcSq3SFBKVaiY0Cp6veBUqtQoVr0K5WsbDMyFKkMk3BDOtQhmYHtY0nodPDWZmWj/X62daLyLrT+GlvZx4aS/hx49S+voDbKiE4H/cx+MnTjy63GMTkbVntYVIP564vXyG9cHPFH4yx36uB1zg2y0mI/Ysy/oOppXotcC3FjfU5ZMIJxguDjNSGmGkPEI6kp5cGYuZaqRcziy/9Evw2c/CD39o5kH6yEfgrrvMths2wMmTZo6kZNJUJ4mIiIjIctMx8QqQCCeoeBUGRgdwLIdLOy4lGlL1vshyagyK6oFRtVQPiYLgKHiMRb01ZdgJE3fjuHGXkL3aLpWIyHpVvnInxze/ES+1Fb7xEOMnTqjVm4i03Wo7Mnpw4vZ6y7LsxpNdy7JSwHVAAXhkjv1EJm5nmuwneL682IEut6Aaabgw3BwiQXM1UiYDt9wCb3mLWff1r0N/P+zebSqPenpMW7to1ARJamsnIiIistx0TLxCdEQ7qHpVzo6fxXVcdmR26OKzyBLzfd9UDLVoQ9cYEjVWGNmWjeu4pgVlKEzCThB2wji2s9wfR0RERGTFW1VnOL7v/9SyrG9gfjV5EPhYw+oPAgngk77vjwVPWpZ15cRrH2/Y9l8nbvdZlvUXvu//R8P2zwf2YboS/58l+SAXQTKcJFvMMlIaYaw8RiKcmFwZi0FHx2Q10s//PLzudfDVr5r1d9wBX/gCOE5zW7t4HHbsUFs7ERERkWWkY+KVpSvWxcDYAGdHz+JYDtsz27Ete7mHJbLq+b4/Ywu6Uq3UVFEUPO/YDmEnjOu4RENRUk4K13YVFomIiIhcgFUVIk04AHwXuMuyrFcAjwEvBPZiWnZ8YMr2j03c1pMP3/ePWJb1KeAdQL9lWf+MmUT4MuCXgTDwUd/3f7SEn2NJWZZFOpImW8oyVBhqDpFgshrp1ClTjfRHfwTf/CYUi/Doo3DffXDTTWbbDRvgxAkYGjKBUlfXxf9AIiIiItJIx8QrhGVZ9MR7OD16mvPj53Edly2pLcs9LJFVw/O9li3ogkqiqS3oKrUKjuMQtk1YFHNjpCNpXMdVgCsiIiLSgu/7F/T6VRciTfzy8gXA7cCrgdcCp4G7gA/6vj80z139FvAd4DeBVwEpIA88BPy17/ufb/PQL7pUJEU2lyVfylOoFIi5scmV0Wjz3EhbtsBv/RYcPmzW/9VfwWteY0KjoK3duXOmGimZNBVKIiIiIrIsdEy8sji2w8bERgZGBwjZIVzbpScxU5dAaadStUSpVsK2bGzLxrEcHNvBsRwsdVBYUYKwaKYWdGWv+bZaqxJyQvU5i+JunHA0jGu7+rMVEVlZKoBfq9Vsx3G8ObcWkYvO8zwb02ViUa3KV12IBOD7/nHMLybns23Lo0vfxG//fWJZk2zLJhVJkS/lGS4ON4dIAN3dJkA6eRLSafjt3zZt7AYGTPu6j38c3vc+s200agKk8+fNfbW1ExEREVlWOiZeWcJOmO54N+fHz9dbamWimeUe1ppTqVUYr4zXl0K1QLlWxsLCsRwTJtl2/X4QKM1037EdhU9tVvNq01rQTZ2vKGhBV66Vqfm1elDk2i4JN6GwSERkdXnS87znjI6OxjOZzOhyD0ZEphsZGUl4nlcAnlrM61dliCTzl4lkOJE/Qa6YozveTdgJT66MRMzcSPm8WTo7TVu7IDj69KfhV3/VBEZg2tqdPAnDw5BKme1FRERERASAmBujI9rB2bGzhKxQvXpCFq/m1aaFRsVqkULF3AJEQhF838fzPWp+Dd/3qfk18KmHRPVwCRMWWVZD6DQRIk0Nn6aGS3MFUeutlVrVq87Ygq5xnqKgJV1jWBR2wiTDyXpwpLBIRGRV+9+1Wu0FZ86cucT3/YFUKjVm27an/7aLLC/f9/E8zx4ZGUkMDAxsqtVqA8D/Xsy+FCKtcY7tkAwnyZfyDBWGuCR5SfMGwdxIJ06YaqTXvx4++1n493+HSgU+/GG4+26zrW2b6qXz5yEWM23twuHpbyoiIiIisk6lIikqXoWz42dxbIdLOy5t/iGXzMrzPQqVQlNoFARGhWoBz/eIhqLEQiawcx131n0FS82rNQVMnu9R9arUvFrzdrOET1OrnBrDp8bAaab7MwVRKz18qnrVli3opoZEQXjk+V49HHIdl5Sbqt8XEZE16fO1Wq23UCi87Pjx4522bW+lYR5OEVlWvud5hVqtNlCr1b4NLKpduUKkdSAdSXNq5FS9GilkN/yxRyLNcyN1dcEtt8Cb3mTW/6//BY88Ai96kXkci5llcNDcbt+utnYiIiIiIg06Y50MjA5wbuwcITvEjswOHNtZ7mGtSL7vU6wWJ0OjSmGy2miiVV0QGm1MbFxQINdUHbSAr78xaGoMmeYbPtWrnFqET8G6qeHTQtrtLVX4FFQPTW1B1xQWVSfDIh+fsBOuB0YxN0bYCTefb4qIyJp37bXXFr7//e+/p1arvblWq70SeBagX9CIrAxlTAu7/w18/tprry0sZic6ulsHXMcc0OdLeYYLw9Mn+Q2qkU6eNIHS854Hb3gD3H+/WX/HHfDP/wzOxJlXZ2dzW7sNGy7uBxIRERERWeF6Ej2cHjnNuXETJG1Lb1PLrgmlaqmpRV0QGBWrRYqVIuFQmGgoSmesk4gTuejfm2VZhKyJU+VFhk+NAdTU8MnHb1rXKnyyaW6x1xg+WZa14LmeGu83tqFrrDCaGhIFt1jg2qYFXTgUJmEncB1XYZGIiNRNXJj+1MQiImuMjvrWiY5oBwOjA2SLWTpjnc2/hGycGymbNS3r/uiPTBVSoQA//jHcey+8+c1me9s2wdP58xCNQiKhtnYiIiIiIg1sy2ZTchOnR07XW3lNay29TlRqldbzGlULFCtFHNsh7sZJR9JsTGxc8e3dZtIUPi3ATOFTEDJVvWrLdb7vz9lirx4eNYRPNa9mqo68clNYZFt2vaooEoqQdJK4tqsqOhEREZF1TiHSOhF2woSdMPlSnmwxS1e8q3mDri4TIJ08aeZC2rQJ3vlOuOsus/6jH4XXvtbMmwQQj8PYGAwNmfvbt1/cDyQiIiIissKF7FBTkBR2wnTGOpd7WEuu5tVah0YTcxsBRENREm6CrljXuq9oaWf4FFQ5tQyf8PA8D9uy623ooqEoaSeN67irNrwTERERkaW1vo/W15l0JM1gYbBejdTUFiIcNm3p8nnT2q67G37rt+ALX4BTp0zruo9/HN7//snXdHVNtrVLJtXWTkRERERkirATpjvezcDYALZtLt4nw8nlHlZbeb5HoVJoCo2CwKhQLeD5Xn1eo45oB67jLveQ14TFhk8iIiIiIguhI851JObGsIs2+VKeXClHR7SjeYPOThMInThh5kaKRuF974P3vtes/8xn4Fd/FS67zDwO2tqdO2e2TSbB1QmhiIiIiEijRDhBxaswMDqAYzlc2nEp0VB0uYe1aL7vU6wWJ0OjSqGpRV25Vq6HRhsTGwk7an0tIiIiIrJaKURaZzKRDLlSjuHCMJlIZuZqpGwWenrgNa8x4dEPfmDa3N15J3ziE5OvaWxrF4uprZ2IiIiISAsd0Q6qXpWz42dxHZcdmR2rqo1bqVpqalFXn9OoWqRYKRIOhYmGonTGOok4kebzDBERkQU4OniUvhN9jJZHSYaT9G7rZWfXzuUelojIurV6zlqkLRLhBMPFYUZKI4yWR0lFUs0bBHMjHT8O5bIJlm65BfbtM+sffBAefhiuu27yNZ2dk23tUinomFLhJCIiIiIidMW6GBgb4OzoWRzLYXtm+4qdh6ZSq7Se16haoFgp4tgOcTdOOpJmY2Ljiv0cIiKyevQd7+Nw/2H6T/VPW7d7y24O7j5I7/beZRjZynV08CgPHH2AkB3i7NhZcFm9pc4ismIpRFqHgmqkocLQ9BDJdU01Ui5nlp4euOYauPFGuO8+s82HPgRf+hKEJv71cRwTPp0/b6qREgm1tRMRERERmcKyLHriPZwePc358fO4jsuW1JblHhYANa/WOjSamNsIIBqKknATdMW6VlUVlYiIrHz3Pnovtz14G57vtVzff6qf/ffv59DeQ+zbte8ij27laRm45YFudi3boERkzdKR/zqUDCfJFrOMlEYYK4+RCCeaN+jsnF6N9N73wte+BuPjcPQo/OM/wlvfOvmaRKK5rd22bRf3Q4mIiIiIrAKO7bAxsZGB0QFCdgjXdulJ9Fz0cXi+R6FSaAqNgsCoUC3g+V59XqOOaAeuox+JiYjI0ug73jdrgBTwfI9bH7yVramt67oiaa7ATUSk3dRzYB2yLIt0JE22lGWoMDR9A9c1LenSaRMmAWzcCO9+9+Q2d91lKpUadXXByIhpazd1nYiIiIiIABB2wnTHuzk/fp6BsQFyxaU/dvZ9n0KlwOD4IMdzx3li8AmeGHqCJ4ef5KnsUxzLHWOkPELIDrExsZEdmR1sTGwkFUkpQBIRkSV1uP/wvAMRz/e4p/+eJR7RyjXfwE1EpJ1UibROpSIpsrks+VKeYrVINDSlZWqruZF+8zdNBdLJk2bd3XfDBz4w+RrHMVVM585BNGqqk0L6V0xEREREZKqYayp8zo6dJWSFcB2XuBtv63uUqqWmFnX1OY2qRYqVIuFQmGgoSmesk4gTwbKstr6/iIjIbMq1Mg8fe7jlHEizOXLqCK/8+1cSc2OE7BC2ZROyQth2861jO2ZdsM0ct47t4FjOvG5D1sJfc6G3tmUvKHATEWkXXeFfp2zLJhVJkS/lGSoMTe/FHgqZuZHyeRMYbdwIkQj88R/De95jtvmHf4A3vxme/ezJ1yWTk23t4nHYuvXifSgRERERkVUkFUlR8SqcHT+LYztc2nEpYSe86P1VapXW8xpVC5QqJWzbJu7GSUfSbExsxLbUmEJERJaO7/ucGz/H8fxxTuRPcDx3nJP5kxzPH+d4/jgDowP4+Iva9/H88TaPVkREZqIQaR3LRDKcyJ8gV8zRHe+efsIazI107NhkNdKrXgW7d0N/P1SrcOed8Nd/3fy6ri44fdq0tUulTFs8ERERERGZpjPWycDoAOfGzhGyQ+zI7MCxnXm9tubVWodGE3MbAURDURJugq5YFyFbp38iItJeo+VRTuRP1JfjuYnAaCI4KtVKyz1EERG5QDqLWMcc2yERTtSrkS5JXtK8QShk5kbK5UwgtGkTWBbccgvceCP4PnznO/Dtb8PLXtb8ug0bTFu7SMRUJKmtnYiIiIhISz2JHk6PnObcuAmStqW3tWwt5/kehUqhKTQKAqNCtYDne0RDUWIh06ncd0IAACAASURBVCpPcxmJiMiFqnpVTo+e5kRuMhhqrCwaLg4vet8WVr1LzkK96+ffxesufx01r0bNr818O9O6uV630P3Ncev5HlWvOuNt4/ae51H1p28jIrJcdGV/nctEMpweOV2vRpr268SgGimfn6xG2rUL9u2De+8129x5J7z4xeA2nKQ2trVLJGDLlHZ5IiIiIiICmFbTm5KbOD1yGtd2cR2XS5KX4Ps+xWpxMjSqFJpa1JVr5XpotDGx8YJa4YmIyNI5OniUvhN9jJZHSYaT9G7rZWfXzuUeFmBazg0Xh6dVEQVB0emR09T82qL3n4lk2Jbexrb0NrZntpvb9Ha2p7ezObWZZ7LPcMPnbljwft9wxRtWzHd4sXz63z/NHQ/dsdzDEJF1SCHSOuc6LlE3Sr6UZ7gwTE+ip3mDxrmRgmokgN//fXjgARMUPfkkfO5z8Pa3N7+2qwtOnTJBUiplFhERERERmSZkh9iY2MiZ0TO4tku5VqZULdUDo2K1SLFSJBwKEw1F6Yx1EnEiLSuWRERkZeg73sfh/sP0n+qftm73lt0c3H2Q3u29Sz6OYrU4Y7u54/njjFfGF71v13bZmt7K9vRkQNQYGKUjs09xsLNrJ7u37G75Hc1kz5Y96y5AAnjx9hcv9xBEZJ1SiCR0RDsYGB0gW8zSGeuc3oO9s9MESLkclEqmRV13Nxw4AB/5iNnm7rvh9a83gVMgCKDOn4dYzLS1c+bX311EREREZL2JhCJ0x7sZGBtguDRMqVLCtm3ibpx0JM3GxEZsy17uYYqIyDzc++i93PbgbXi+13J9/6l+9t+/n0N7D7Fv174Leq+aV+Ps2NmW7eZO5E9wbvzcBe2/J94zrYooCIra8f+mg7sPsv/+/TN+V41sy+bA7gMX9H6r1WICNxGRdlCIJISdMK7jMlIeIVfK0RnrbN7AcUyQlM+b1nZBNdLb3w7/+I9w7JgJmD72MbjttubXplKmWmlw0IRImzdfnA8lIiIiIrIKJcIJbMum5tfoinVNbzctIiIrXt/xvlkDpIDne9z64K1sTW2dsyIpX8q3bDd3IneCkyMnqXiVRY837sZNOJTZzraUCYeCoGhreivRUHTR+56P3u293L739jm/M9uyObT30EWp3lqpFhK4iYi0i85IBDA9agcLgwwXhtkQ3TC9LcaGDdOrkcJheP/74eBBs83nPw9veQvsnFJS3NUFp0+bICmZVFs7EREREZFZxNzYcg9BREQuwOH+w/O+yO/5Hvf038O1W67l1MgpExSNTFYRBaFRvpRf9Hgcy2FLakvLdnPb0ttaXwe6yG7adRPbUtu4p/8ejpw6Mm39ni17OLD7wLoOkGD+gZuISDspRBLAnKjaRZt8KU+ulKMj2tG8geM0z410ySXm+Ve8Al70InjkEajV4EMfgr/9W2g8+HBd6OhQWzsRERERERERWdOODh5dcLuxI6eOcM3Hr7mg9+2MdU5rN7ctY0KizcnNq6KytXd7L73bezk6eJS+E32MlkdJhpP0butdl3MgzWSuwE1EpN1W/v9B5KJJR9LkSjmGC8NkIpmZq5GyWSgWIRo1YdEtt8Av/zJ4Hjz8MHzrW7B375Sdp2F8HIaG1NZORERERERERFa1mlcjV8oxVBhqWh586sEleb+IE2lqNxdUEW1Pb2dreivJcHJJ3nc57OzaqdBoDo2B2wNHHyBkh7jvc/dx4skTjy732ERk7VGIJHXJcJJsMctIaYTR8iipyJS2c1PnRgqqka64At70JtPODuDOO+G660y7u0ZdXXDqlKlGSqVMazsRERERERERWXXWWrVIzauRLWYnA6HiEEPjDfcLE48n7meL2ba3E9uc3DytiiioLOqOdy97yzlZeXZ27eSNoTeyNbWVhxIPcaJyorjcYxKRtUchkjTJRDL1X9JMC5HAVCMNDZkQqVAwgRDAe94DX/0qjIzA00/DZz8L73hH82td17x+cNBUI8ViamsnIiIiIiJyEay1C/5LQd/R/PQd7+Nw/+GWLdt2b9nNwd0HV8S8NVWv2hwKzbFki1l8/GUb783X3cw7fu4dc28oIiJykSlEkiaN1Uhj5TES4UTzBrZtqpFGRkyQFIRInZ1w8KCpQgI4fBh+6ZfM843SaRgbm2xrF1QziYiIiIiISNutlgv+y0nf0fzd++i93PbgbTNW4PSf6mf//fs5tPcQ+3bta+t7V70qw4Xh6QFQcYjB8UGzrjj5fK6YW/JQKB1J0xntZENsA13xLjqj5hrIPz36Twve10t2vKTdwxMREWkLhUjSxLIsUpGUmRupODw9RAJTTZTNTq9GeutbTUu7p582IdNHPwq33z799V1dcObMZFu7RIv3EBERERERkQuynBf8Vwt9R/PXd7xv1u8q4Pketz54K1tTW2cN3yq1CsPFFqHQDEuulGv3R5omE8nQGetsWjbENtAV65r+fHQDruO23M9T2adahpIz2bNlj6reRERkxVKIJNOkI2lO5E6QK+bojncTDUWbN7BtEyTlcs3VSOEw3HwzvPvd5vG998Kv/RpceWXz68NhyGRMW7tYDC67zOxTRERERERE2qLdF/zXIn1HC3O4//C85wDyfI/bv3M7b37um2ecVyhfyi/xiKEj2jEZ/EypGJoaCnVEO2YMhRbq4O6D7L9//7y+L9uyObD7QFveV0REZCkoRJJpbMsmGUmSL+UZKgyxJbVl+kYdHSYIymZhfNy0pgP4hV+Al7wEHnoIPA/uuAM+/WmYOvljJmPa2g0Pm0qkTZuW/HOJiIiIiIisFwu94H9P/z3rLiBZbd+R7/tUvApVr0qlZm6rXpWyV6Zaqzatm7pd/bFXmXyuYd207Rv34VUYLgwvqLIG4MnhJ7njX+9o2+e3sJpDoTmWjmgHIXt5Lnv1bu/l9r23zxlS2pbNob2H1t3fPRERWV0UIklL6Uiak/mT9WqksBNu3mBqNVIQIlmWqUb6pV+CWg3+7d/gm9+EV75y+pt0dze3tQv2ISIiIiIiIot2dPDogi/4Hzl1hPd+7b10xDqwsbEsC8uymu5bWNiWXb/FovkxE49neF3TNjPsw2LKe7V478axzbrNLPs4OXJyUd/R3/zgb+iOdy8ojJlxXeM+5rGu6lUXNN6Vzrbs1qFQUCUU72yqGOqIduDYznIPe95u2nUT21LbuKf/Ho6cOjJt/Z4teziw+4ACJBERWfEUIklLITtEIpwgX8ozXBhmU7JFpVBQjZTLNVcj7dwJb34zfPaz5vGf/zm89KWmjV2jcBjS6cm2dpdeqrZ2IiIiIiIiC5Ar5ngm9wzHcsfqy0LDkcADTzzQ5tGtPR/57keWewirys9u+lledunLWlYKZSKZVRUKLUbv9l56t/dydPAofSf6GC2Pkgwn6d3WqzmQRERk1VCIJDNKR9KcGTlDtpilK941vQzctqGzE/J505ausZLod38XvvIVEzAdO2Za2r3zndPfJJOBU6cm29pt3Li0H0pERERERGQV8X2fwcKgCYqyxziWP8ax7LF6cJQr5ZZ7iHIRhewQru2aW8etP3Ztl5AzuS5Y32qda7tNrw05oab91Nc1bNN3vI8v/fhLCx7v6y9/PW9/3tuX4JtYXXZ27VRoJCIiq5ZCJJlR2AkTdaP1aqSeRM/0jRrnRhobM0EQmFZ3v/M78F/+i3n88Y/DG99oWtg1sizo6TFt7aJR09YuFlvaDyYiIiIiIrKCeL7HmdEz9UqiZ3LPcDx3vB4UjVfGL8o4XvXsV7Fn6x5838fDw/d9s+Dj+R4+5nFw3/Nn3maufQTr27GPYEzBd9m0zQzjHBgb4ET+xIK/o109u3hO53PqgUzYCTeFNq3CmGmBzpTtg33U1zkhwna4aZtgvTV1vuGL5OqeqxcVIvVuU6s2ERGR1U4hkswqE8lwduxsvRop6GFdZ1mmGimYGykIkQDe8hb4/Ofhpz81AdNf/dVkqNQoHDbhUdDW7rLLzH5FRERERETWiEqtwqmRU01BUXD/eP445Vp5UfuNhqLsSO9ge2Y7l2YuZUfHDhwcbv3WrQve1+/u+d11Uy1xdPAoN3zuhgW/7sOv/PC6+Y4a7ezaye4tuxfUKnHPlj3r8rsSERFZaxQiyawioQiu4zJSHiFbzNIZ65y+USYzOTdSYzWS68LNN0+2sfviF+Gtb4Vdu6bvo6Njsq1dMmmqk0RERERERGawEucYKVVLHM8fbw6KJlrQncyfpObXFrXfZDhpAqLMjvoSPO5J9Ez/sR9w/0/u1wX/WSgUWbiDuw+y//799aqv2diWzYHdBy7CqERERGSpKUSSOWUiGQYLgwwXhtkQ3TC9fD6oRgrmRmqsRnrpS+FlL4Nvfxt8H+64Az7zmemVRlPb2hWLpjopmYSQ/jUVERERERGj73gfh/sPt7z4v3vLbg7uPkjv9qVroTVaHm1qNdfYfu7M6Bl8/EXtd0N0Q72SaEd6Bzs6JoOiludhc9AF/7npO1qY3u293L73dm578LZZvzPbsjm099CS/j0UERGRi0dX52VOMTeGVbAYKY2QL+XJRDPTN8pkIJ02Le1GR034E3j/++Hhh6Fahf5++PrX4dWvnr6PcNhUJJ08aYKkRALicXOrQElEREREZN2799F7Z72A3X+qn/337+fQ3kPs27Vv0e+TLWZNOJR9hmP5YxzLTrafGywMLnq/mxKbmiqJ6i3oMjtIRVKL3m8ruuA/N31HC3fTrpvYltrGPf33cOTUkWnr92zZw4HdB/RdiYiIrCG6Ii/zkolmyJVyDBWGWodIlgVdXaYaaWioOUR69rPh134N/v7vzeMPfxj27oVIZPp+0mnz2vFx0xpvcFCBkoiIiIiI0He8b86L/QCe73Hrg7eyNbV1xgvZvu9zfvx8PRgKKomCx/lSflFjtC2bLakt0wKiHZkdbE9vJ+bGFrXfxdIF/7npO1q43u299G7vXZEtJUVERKT9dBVe5iXhJhguDjNSGmGkNNL6V3Lp9OTcSFOrkX7nd+D++02l0smT8KlPwbvf3frNbNu8NpkEz5s5UAq2SaXAcZbmg4uIiIiIyIpwuP/wvNqOgQmSDvcfZkdmR1MlURAUHc8fZ7wyvqhxuLbLtvS25qBoogXd1vRWwk54UftdKrrgPzd9R4uzs2unvh8REZF1QCGSzItlWXREOurVSC1DpMa5kQYHTdgT9O3OZOD3fg9uv908/uQn4Y1vhE2bZn/jhQRKQYWSAiURERERkTXl6ODRlnMgzab/VD8v//uXL+r9oqHotJZzQVXRJclLcOzVd86hC/5z03ckIiIiMp1CJJm3ZDhpqpHKI4xXxom78ekbpdOTcyONjTVXI/3qr8LnPw8/+YkJgz76UfjQh+Y/AAVKIiIiIiLrUt+JvrbvMxVOmaCoY6LlXHryfk+8Byv4QZyIiIiIyDqmEEnmzbIs0pE0uaKpRmoZIgVzI42MwLlzzdVIoRDcfDPs328e33efmSvpmmsWPhgFSiIiIiIia9ZoeZTHzz/Oo+ce5bFzj/GdY99Z1H5ioRhXdl9Zn5eocY6ijmiHgiIRERERkTkoRJIFSUfSnMidIF/KU6wWiYai0zdKpSarkUZHzePAddfB3r3w4IPm8R13wD/8w2TQtBiNgVKtBoWCAiURERERkVViqDDEo+cerS+PnXuMZ3LP4ONf8L7/oPcPePvz3t6GUYqIiIiIrE8KkWRBbMsmGUmSL+YZLgyzObV5+kaNcyOdO2dCm8aQ6Oab4aGHoFKBH/wAHngAXve69gzQceYOlJLJyVsFSiIiIiIiF4Xv+5wePd0cGJ1/jDOjZ5bsPXu39S7ZvkVERC42z/eoelVqXo2aX6PqVfF8b7mHJSJrnEIkWbB0JM2pkVNki1m64l2EnXCLjdIzVyNddhm87W3wd39nHn/kI/Dyl0Ms1t6BTg2UgpZ358+byqSgOimRMONLJBQoiYiIiIi0Qc2r8XTuaR4791g9LHr07KNkS9l5vd6xHJ7d+Wx2de/iqp6ruLrnav6y7y/5wZkfzHsMe7bsYWfXzsV+BBERkYvG930TDk0EQ0FI1BgW1bwaAI7tELJDOJa53RDdgGPpepaILB2FSLJgITtE3I2TL5lqpE3JTa03DOZGOnt2ejXSgQPwpS/B0BCcPm0Cpeuvh74+Ezolk9DbCzvbdNLnOCYoSqUmA6XRUVOhFIuZAClYgpZ3tt2e9xYRERERWcPKtTJPDD3RVGH048EfM14Zn9frI06EK7qv4KpuExZd1XMVl3ddPq119u+98PfYf//+ef3i2rZsDuw+sKjPIyIi0k5Tg6AgLGq873keju3Ul5AVwrEdwm4Yx3KmBUdTl5jb5h9mi4g0UIgki5KOpDkzcoZcMUdXvIuQ3eJfpSC0yWZNmJRON6/7/d+H224zj+++G+66a/o+du+GgwdNoNQurQKlkRFToaRASURERERkRuOVcR4//3hTO7qjg0epeJV5vT4VTnFV91Xs6jEVRrt6dvEzG36m9fnEFL3be7l97+3c9uBtswZJtmVzaO8hererlZ2IiCydVq3lpoZENb+Gjd0UAjm2Q8SJ4IQmnrMnQ6K5FtvS9SkRufgUIsmihJ0wkVCEfDlPtpilO97desPu7slqpFSquRpp3z44fBgGBsCb4SSwvx/274dDh8z27aZASURERESkpeHCsGlDd+5RHjv3GD869yOezj6Njz+v13fHu9nVs6upJd229DasxnOCBbpp101sS23jnv57OHLqyLT1e7bs4cDuAwqQRERk0Xzfn1Yp1Cos8n2fkDMZDIUsE/REQpF6JdHUEGi2sEhEZKXSf6Fk0TqiHZwdO8twYZjOWGfrX0Mkk5NzI02tRjpyxIRLc/E8uPVW2Lq1vRVJU803UArmWVKgJCIiIiJrgO/7DIwNNLWje+z8Y5waOTXvfWxLb2sKi67quYqNiY1LMt7e7b30bu/l6OBR+k70MVoeJRlO0rutV3MgiYjIrC5Ga7mpy4X8eEJEZCVQiCSLFglFcB2XkfII2WKWzlhn6w2DuZEGBpqrkQ4fBn9+v2LE8+Cee5Y2RGo0NVAaG5sMlOJxEybF4yZISqXMYwVKIiIiInKBljoY8XyPY7ljk2HRucd49PyjDBWG5vV627L5mQ0/01RhdFX3VWSimbaNcb52du1UaCQiIsDMreXq9yeCoplay9khe85KoXo1kTXZhk5EZD1QiCQXJB1JM1wYJlvMsiG6ofWvK4KgZXgY8nnIZODoUdOqbiGOHDGv23mRTxQdx1RQpdNQrZoKpVwOzp1ToCQiIiIibdF3vI/D/YfpPzX9GHn3lt0c3H1wwS3aKrUKPx3+aVOF0ePnH2esMjav17u2yxXdVzRVGF3edbkm7xYRkYtmIa3l6uFQY2s5e3prubmCIsdyVD0kItJAIZJckLgbZ7gwTL6YJ1/Kz/wLxGBupDNnTNDS17e4N+zru/ghUqNQSIGSiIiIiLTVvY/ey20P3obnt54ntP9UP/vv38+hvYfYt6v1PKGFSoEfD/64KTD6yeBPqHiVeY0h4SbqVUVBO7pnb3g2ruMu+nOJiIjMxfd9Kl6FqletL5Vapal6KAh+1FpORGR5rMoQybKsbcDtwKuBLuA08CXgg77vDy9wX9cA7wP2AhuBHPAY8Le+7/99O8e9VmWiGXKlHEOFoZlDpESieW6k0dHFvdliX7cUZgqUGudQisdNmJRMKlASERGRttIx8drQd7xv1gAp4Pketz54K1tTW9nVs4tHz0+0opsIjJ7KPjXnPgKdsc6mdnRX91zN9sz21nOcioiIXKBWAVGw1Lwaju3gOq6pHnJCJMIJXNttWTHkWGbbqaGRWsuJiCydVRciWZb1bOC7mJPbLwOPA3uA9wCvtizrOt/3B+e5r98E/gYYB74CPA10AM8FXgvohHkeEm6C4eIwo+VRRkojpCKp1ht2dZl2dmfOmEBlMcrlxQ90KU0NlMbGZg+UksnJuaFEREREFkjHxGvH4f7D8w5/PN/jXV95F+Xa/I+Jt6a2NlUY7erZxcbERv0SW0RE2iZoLVeulal5NSpepX5b9arTAp+YG6s/5zouru22vFVrORGRlaHtIZJlWS7wCuAqIOn7/qGJ56NAGjjv+/M8S2rtHszJ8u/5vv+xhvf9S+C9wH8B3j2Pcb4Ic7L8/wGv9n3/TIvPIfNgWRaZSIZsKctwcXjmECmRMPMhZbNwzTWLe7OPfxy+9z34lV+BV73KBDMrTShkPmcmMxkoZbMmUApa3sViJlAKWt7pgEhERGRN0TGxzMfRwaMt50CazUwBkoXFszY8i13du0yVUc8uruy+kg2xDe0YqoiIrGOztZyrelUAExA5IVzLJeyECYUmHtvurGGRWsyJiKx8bQ2RLMt6NfC3wCWABfjAoYnVzwceBn4d+Nwi9/8zwPWYX0cenrL6T4F3AW+zLOsPfd+fa7bYDwMO8OtTT5YBfN+fX/NwASAVTpEtZsmX8oxXxom7M4Q7XV2mQqdYhBe8wARCC9Xfb5ZDh+CGG0yg9LM/uzKDmFaB0vBw8xxKwaJASUREZE3QMbHMV9+Jxc0Tals2V3Zf2dSS7oquK0iEF1ntLyIi695iW861CohCdsgESRPr1C5VRGR1a1uIZFnWCzA92M9jfv24B3hLsN73/Ucsy3oKeCOLPGEGXj5x+42pv9z0fX/EsqyHMSfULwK+OctYtwH/D/A94EeWZe0FrsWc4P878OAF/jJ03bEsi3QkTa5o5kaaMUSKx02gksvBb/wG/OAH4M3jq7YseN7z4Ic/hFrNPDc2Bv/4j2bZuRP27YM3vAE6O9v3wdqpMVCqVMwcSgqURERE1hQdE8tCjJYXN9/ngd0H+N09v9vm0ch6UKmZXNh1VGQost7UvJoJiKZUFAVLq5ZzQWAUskMztpwL5i4SEZG1q52VSLdi+qi/wPf9M5Zl/WmLbfqBn7+A97hi4vYnM6w/ijlhvpxZTpiB3Q3b/x/gF6as/6FlWTf6vv/EXAOyLOv7M6y6cq7XrjWpcIqT+ZPkS3mK1SLRULT1hsHcSFdcAR/8IPzpn84eJNm2qTratw/OnoUvfxm+8AV4+unJbY4ehQ99CP7iL+DlLzfVSS95CTgr9EDGdecXKAXzJylQEhERWS3W5TEx6Lh4MZLh5KJel4lk2jwSWcsqtQpjlTHGymP1+bc838N1TMsp1za3YSesC8Eiq9hiWs7FQ3G1nBMRkTm1M0S6DvhSqzYYDY4Dr7uA9wjOlnIzrA+e75hjPxsnbt+E+ZXojZgT7B5MC5C3AV+1LOsa3/fnP2vtOufYDslIknwxz3BhmM2pza03DKqRsln4xV+E7dvhnnvgyJHp2+7ZAwcOQG+vebxxI7zznfDbv22qmL7wBfja10wIAyaQ+frXzbJpE7zxjSZQ2rFjaT50O0wNlGZqeZdMmgqleFyBkoiIyMqlY2KZt95tvRf1dbJ+1LwaY5UxRsujVGtVEuEEXbEuEuEElmVRrpUpV8tUvArlWpnxyjjlWhnLsuqBUmO4pIvHIivDXC3ngkDIsZw5W8413obskFrOiYjIjNoZIiUxJ5+ziQNL+X+l4MjWn2M7p+H2t33f/8rE47xlWb+BmQD5BcCvMEebEd/3r205EPNLzAv5hemqlI6kOTVyimwxS3e8e+Y2CcHcSKdPm6Cot9dUE/X1weioCUx6e02bulYsC6691iwf+AD8y7/AF78I/+//O7nNwAB84hNm2bPHVDJdfz3EYu3/4O3iutDRYZYgUBoaMoFSECbF4wqUREREVq51eUwMOi5ejJ1dO9m9ZTf9p/rn/Zo9W/aws2uGY2RZ1zzfY7wyzmh5lFK1RNyN0xHpIO7GSUVSpCNp4m4cy7KoeTVKtRLlWplStVS/H4RLZa9MsVokX8pTqVVwHIewPREuNVQwKVwSaa+ZWs5VvIqZl2iWlnNzhUWqNBQRkcVqZ4h0Erh6jm2eDzx5Ae8R/Kpypv4N6SnbzWR44rYEPNC4wvd937KsL2NOmPew+F7161LIDhELxRgpjzBUGGJTclPrDWOxybmRcjkzj9HOnTOHRrNJJuGmm8zyxBMmTPryl2FwcHKbI0fMcvvtcMMNpjrpmmtWdgDTKlAaHGyuUIrHIRw28y05zuTt1Psrta2fiIjI2qNjYlmQg7sPsv/+/fU2Y7OxLZsDuw9chFHJauH7fj04KlaLRN0oyXCSSxKXkAgnSEfSJMKJaRUGju0Qt+PT5rKt1ExlUqlWmgyXJkKlcq1cb403XBim5teaqpWCcClkt/Myg8jacqEt56ZWDwV/54LnRERElkI7j+7+BXi3ZVkv8X3/oakrLct6DfBi4M4LeI8fT9xePsP6IIGYqT/81P2MzDBZcHBCvYJLVlauTDTDmZEz5CI5uuJdM59EdHdPViNlMu0JOp7zHHj/++EP/gC+/W3T7u7b356cc2l0FD7/ebNcfrmpTnr9602ItZI1BkrlsmnfNzho5ohyXTNvVGNgZNsmRAqenylcmun+Sg7XREREVjYdE8uC9G7v5fa9t3Pbg7fNGiTZls2hvYfo3a5Wduud7/sUqgXGymOMV8aJhCIk3AQ9iR6S4SSpcIpkOLmoqgPXMReiEySa3i+oUmoKlyZCpeC2UC1QrpbBomW4pFZZspZ5vldvKVfza9Nuq14Vz/fwPK+paihkh4iEI+axE2oKhFrdqvpPRESWQztDpA8Bbwa+YVnWx4DLACzLeh3wUuAgcBr4ywt4jwcnbq+3LMtuPNm1LCuF6UFfAB6ZYz//gWkz0m1Z1ibf9wemrH/uxO3TFzDWdSvshImEIuTL+Xpbu5aiUROKNFYjtYvrwitfaZaBAVOZ9MUvwtNPT27zk5/AHXfARz4Cr3iFCZRe/OKVX7UTDpslqFCq1ZqXSgWqVROcBc/5futwqR2hk62TQRERkQY6JpYFu2nXTWxL3pB25QAAIABJREFUbePmb97MmdHp02nt2bKHA7sPKEBa54rVImPlMcYqY4TsEAk3wYbYhnpwlIqklqQKyLIsIqEIkVCEFKn6857vUaqWpoVLQbBUrpmWeCPlEcrVcr0lXhAqqSWerHS+708LhIIwqOpVzXMTz1tYOLaDYzk4tkPICmHbNmE3bJ4Lnp8IjtRyTkREVpO2HWH6vn/SsqzrgX8C3tew6n5MX/afAjf6vj9Xj/jZ3uOnlmV9A7gecwL+sYbVHwQSwCd93x8LnrQs68qJ1z7esJ+qZVmfBD4AfNiyrHcEJ9+WZV0D/CZQBb6w2LGudx3RDs6OnSVbzNIZ65z5V2fB3EgnT7avGmmqTZvgXe+Cd74Tvvc9EyZ97WtQKJj1lYp5/LWvwebN8MY3wo03wvbt7R9Lu7muWebi+81Bk+eZoKlWM5VNU58PwqHZgqapS6uAqdVzIiIia5iOiWWxerf3cnXP1fUQ6dXPeTXXbr6W3m29mgNpHSvXyoyWRxmrjGFhkQwn2ZzcTCKcqAdHYSe8LGOzLZuYGyPmNhcrVr3qtHApuB8ETOOVcbLFLFWvWr+A3hgsqS2XLKW5qoaCW8/zTDAUhEMTQZDruERD0aZgqH7bMGfRTM+JiIisNm39mZLv+z+wLOsK4HVAL9CF6cX+CPBl3/erbXibA8B3gbssy3oF8BjwQmAvpmXHB6Zs/9jE7dSfN90BvAJ4O3CNZVnfAnowEwdHgT/0ff+JNox3XYqEIoTsEPlSnlwxx4bYhtYbRqPT50ZaKpYFu3eb5U/+BB54wLS7+7//d3Kb06fhnnvM8qIXmeqkX/xFM87VzLJMiBOa51/5qdVNQbhUKk1/PqhymrrMFDYtpNJJv0oUEZFVSMfEslhPZ5+u33/nz7+T52587swby5oVzDs0Vh7D8z2S4SSb4puIh+OkwinSkTSRUGS5hzmjkB0iFA5Na4lX8SpNrfCCcKlSq5g5l6pl8tU8lVoFz/eaWuEF4ZIuwMtMlqJqaLZgqPF5x3bUrlFERNa0toVIlmXtAMq+75/B/NLy/nbtu9HELy9fANwOvBp4LaYlyF3AB33fH5rnfsYnTrj/GNNy5CBQxJyM/1ff9/9lKca/nmSiGYYLwwwXh+mIdszcpiCYG+nkSUin5x90XIhkEt70JrMcPWqqk770JRgentzmkUfMkk7DDTeYQGnXrvURbARBznwEbfOCoCl4HIROU5+fT3VT8PxCKp1U5SQiIiuAjollsapelWO5Y/XHl3VctnyDkYuu5tUYq4wxWh6lWquSCCfoinWRCCdIhpOkI+lpFT+riWVZ9TBoaku8xkCpsXKpMVwaLY9SqVWwLbtluKSWeGuXqoZERESWXzuv1j8FfBrY38Z9tuT7/nHgHfPcdsajSd/3x4E/m1ikzeJunOHCMPlinnwpTyaaab1hJGLm98nnzbKU1Uit7NwJN98Mf/AH8OCDJlD61381oQeYMf3DP5jlyitNmPT615sxiwl8gnmRInP8IjJoq9c4X1PjXE5Tn7esxc3jNFuFUzDeYN864RQRkfbSMbEsyqmRU1S8CgA98R6S4eQyj0iWmud7jFfGGS2PUqqWiLtxOiIdxN04qYipOIq78TUdkNiWTTQUJRpq7vxQ82pN8yy1qlwar4yTK+ao1CqEnFA9UKqHS2qJt2KpakhERGR1aWeIlMVMzCtSl4lmyJVyDBeHZw6RYHJupBMnLl410lThMLzqVWY5c8ZUJn3xi3Bs8hehPP44/Of/DH/+56bN3b590Ns7GaLI7IK2evM1tYqpMXCa+nzQVm+20MlxmsOjIFBaisciIrJe6ZhYFuWp4afq95+14VnLOBJZSr7v11vVFatFom6UZDjJJYlLSIQTpCNpEuHEur/I7dgOcTtO3I03PV+pVabNs1SqlurBUqVWYbQ8SrlWpubXmqqVgvuqLlk6F6NqqFUwpKohERGRpdXOK/WPAD/Xxv3JGpBwEwwXhxkpjTBaHp35F5VBNVIwN1JX18Ud6FSXXALvfje8613Q32/CpK9/HYpFs75SMXMqPfAAbNkCN95olq1bl3fca41tm3BvPoIqp6nzONVqUC5PPhfM4xTcbwyVGoOguR4H45vp8UJDp/m+RkREVjodE8uiPJVtCJE6FCKtJb7vU6gWGCuPMV4ZJxKKkHAT9CRMxVkqnCIZTuoi+Dy4jovruE3nlb7vT2uFF1QvlatlKl6Fcs1ULlVqFbCYFi65jrtigzvf9/HxZ73f+Nj3J9ZP3J+6Tat1891Xff2U17ezamjqcyv1z0VERGQ9aWeI9GfAv1qW9du+7/9NG/crq5hlWWQiGbKlLEOFodnbcnR1QTZr5kYKhcy8Rcs9z41twwtfaJZbb4WvfMUESj/84eQ2p07B3XfD4cOmKmnfPnjlK+du7SbtFVQ5LbSKLQiUpt4G9xsfN87/FLQ7bFzX+HhqxdNct/MNspaiekrhlIhIO/0ZOiaWRVCItPYUq0XGymOMVcYI2SESboINsQ314CgVSRGyl6EDwxpjWRaRUIRIKAINp2A1r9YULtWDpYZwqVgtki/lqdQqOI5D2G5uhbdUoUvTfXzMP37LfVlY9c9pYTW1Nwyea7XewsL8M/l4tn3Zlj253m7xXrO83rZsVQ2JiIisYe08Yn0N8C3gk5Zl/SfgCHAGGo6sDN/3/UNtfF9Z4VLhFNlilnwpz3hlfFpLgrpw2MyHVKtNtrZLJiGVmn81ylJKpeAtbzHLj39swqQvf9kEX2DChu9+1yyZjJk3ad8+uOqq5R23zM6yliasbBVMzXQbtOibz/YLCZwWEmA1PnZd83eucVnuQFdEZPXQMbEsytPZp+v3L+u4bNnGIRemXCszWh5lrDKGhUUynGRzcjOJcKIeHIWdFXBusw44tkPMjhFzY03PV2qVaZVLjdVLlVqFQqUATA9wgvtAvULGwqqHLo3rm8KbFmHPxMppwc9M284VGC1m/YXsq/F+UGGkqiEREZG1qd2VSIGfY+Y2Hj6gE+Z1xLIsUuEU+WKe4cLwzCESwKZNJjgaHoZ8HkZGzPxEkYgJceKzvPZiuuIKuOUW+KM/gm9+0wRKDz1kLvKDCcH+x/8wy65dJky64QYTLsn6ELS4a2f4MrUyCmauhJpaSTVbxdXUln5BiOS6zcvUYCnYRkREGv1Zw30dE8u8aU6k1atSqzBWGWO0PIrv+yTDSTbFNxEPx0mFU6QjaVMlIytC0BIvQaL+XNASLwiTKrXKsgY0UwMpERERkeXUzhBpbxv3JWtMOpLmZP4kuVKO7mr37CdRiYRZymUTJuVyMDpq7g8NQTptgiZ7BfzKKRyG17zGLKdPw333meXEicltHn0Ubr8d7rwTrr/eBEovfOHKGL+sLo3VRe00NViqVMxSKJgwt1Ix7xsOm3aBU0OmVuFSOKw2eSKyXumYWBZsrDzGwNgAACE7xNaU5tlc6WperR4cVWtVEuEE3bFuEuEEyXCSdCQ9rQJGVq7GlngpUss9HBEREZEVpW0hku/7327XvmTtcWyHZCRJvphnqDDE5tTmuV8UDpvKpO5uEyRlsyZMyuVMoJRKmUBpoXPgLJXNm+HgQfhP/wn+7d9MddI3vgGlkllfLps5lb7yFdi6FW680SxbtizvuEWmtvRr1T6yWp0Ml4KAqVIxoVNjsBQKTQZMM4VLao0nImuYjollMZ7JPVO/vz29vT4fi6wsnu8xXhlntDxKqVoi7sbpiHQQd+OkIqbiKO7GVT0iIiIiImvKCrn6LutBOpLm1MgpU40U757/ybHjmLmSNmyYrEgaGTHLyZMQi5kwKRpd2g8wX7YNvb1myeVMaPTFL8KPfjS5zcmT8LGPwd13w3XXwa/8CrzylStj7ieRVkIhs8Sm/KK2sXKpXIaxMRP4Vqvm7+7UiiW1xhMREZlG8yGtXL7vM1YZY6w8RrFaJOpGSYaTXJK4hEQ4QTqSJhFOaC4YEREREVmz2h4iWZa1A3g7pv97B5ADfgB8xvf9Z2Z7raxtITtELBQjX8ozXBxmY2LjwnZgWab6KJWCYrF53qTz5014k06bVngr5dd/mQy89a1mefxx+MIX4P77TbgEpn3YQw+ZpaMDXv960+7uyitn3+/Ro9DXZ0K1ZNIEVjt3Lv3nEZnKts2cZZEpLSp9v7lyqVg0f1eD1nhT51uarXJJrfFEZBXSMbEsxJPDT9bvaz6k5ef7PoVqgbHyGOOVcSKhCAk3QU+ih2Q4SSqcIhlO4tiqrhYRERGRta+tIZJlWe8E7gLCQOMVv18G/sSyrPf4vv/Jdr6nrC6ZaIYzI2fIFrJ0xboWf+IVjZr2cT09puohlzMXqPN5Ey4lkyZQWklts668Ev7kT+B974NvftNUJz38sLnYDuZzfOYzZrn6ahMm3XCD+RyBvj44fBj6+6fvf/du006vt/fifB6R2QRzKC22Nd7U6iW1xhORVUTHxLJQjZVIz+pQiLRcitUiY+UxxipjhOwQCTfBhtiGenCUiqQI2WrmISIiIiLrS9uOgC3LegXwCWAE+Ajwf4DTwGbg5cDvAYcty3rC9/1vtut9ZXUJO2EioQj5sqlG6o53X9gOQyEzZ1JXlwmQstnJMOnECYjHTTXQSmoTF4nAa19rlpMn4Z//Ge67z9wP/OhHZrnzTrj+ehMoHTsGf/qn5kJ7K/39sH8/HDpkthdZqdrRGm+u6iW1xhORZaJjYlmMp7JP1e8rRLq4yrUyo+VRxipjWFgkw0k2JzeTCCfqwVHYWUHnEiIiIiIiF1k7f0b1PszJ8rW+7/+04fkfA9+yLOvTwPcnttMJ8zqWiWY4N3aObDFLZ6yzPf3DLcuERZkMjI83t7obGDAXrINWdyvJ1q3wO78DBw7AI4+Y6qRvfMNcQAcoleB//k+zzIfnwa23mv2qIklWG7XGE5G1QcfEsiC+72tOpIusUqswVhljtDyK7/skw0k2xTcRD8dJhVOkI2kiocjcOxIRERERWQfaGSLtAf5pyslyne/7P7Us617gV9r4nrIKRUNRQnaIfClPrphjQ2xDe98gHjfLxo2miiGoTsrlYGjIhEmplLlgvVLYNrz4xWbJZuErXzHzJz322ML35Xlwzz0KkWTtWExrvFqtdbCk1ngisvR0TCwLMlgYZLQ8CkDCTVx4pb60VPNq9eCoWquSCCfojnWTCCdIhpOkI2libmzuHYmIiIiIrDPtDJFiwPk5tjk3sZ2sc5lohuHCMMPFYTqiHVhLURngumbOpK4uEyBlszA6au7ncqYqKZVaWa3uADo64Nd/3SyPPgp/8zfw1a8ubB9HjsCnPgXPfS50dprvIJNRBYasPWqNJyIrj46JZUGeGm5oZbfhWUtzXLxOeb7HeGWc0fIopWqJuBunI9JB3I2TipiKo7gb13cuIiIiIjKLdoZIz2D6vM9mL3Csje8pq1TcjTNcGGakNEK+lCcTzSzdm9k2bNhgltFRcyE5aHV35oxpnZVOT78IvRLs2gXPf/7CQyQw8yk1CoXMd9DVZZYgXJrp/kr8Phbr6FHo6zN//smkqdLauXO5RyVL6WK0xnPdlVXRKCIrhY6JZUHUyq69fN9nrDLGWHmMYrVI1I2SDCe5JHEJiXCCdCRNIpxoT0ttEREREZF1oJ0h0j8Df2xZ1j3ALb7vZ4MVlmVlgNsx7T0+3Mb3lFUsE82QK+UYLg4vbYjUKJk0S6lkwqRczlxAHhoyF5czGbN+Jf0acXS0PfupVuHcObPMRzw+GSjNFTht2GBCqpWmrw8OH4b+/unrdu+GgwfV9m+9aXdrPNedrIZynMn7jYva5ImsNzomlgV5Mvtk/f6zOp61jCNZvXzfp1AtMFYeY7wyTiQUIeEm6En0kAwnSYVTJMNJHFv/TxYRERERWah2XvX9EPAG4N3AWy3L+r/AaeAS4PlACnh8YjsREm6iXo00Wh4lGU5evDePRGDTJujunmx1NzJiKpSGh02QlE6vjGAkucjv5fLLTcu+oSEYHFx4GDU+bpYTJ+a3fUfH9HBppvAplVr6oO7ee+G220xbs1b6+2H/fjh0CPbtW9qxyOqw2NZ4wdIYJNn29GBpppApWFTVJLJW6JhYFqSxEun/Z+9eoyQ57zLBP+8bl7xn3fsudbfkVgtjG8vQjdtmPba5rAcYzIC9wzHMgZHNLJYYDLN8YAwyizQ2uz7A2GMkbguDB3tgLGCM9zDHK4a1zwHc0G1jeX3TxXZ3S6W+qasrK++ZEfG++yEyIiOz8l5ZlVFVz48TZGREZERUSSpHxhP//8sQqT+tNVzlwtMeXOXC8Zxwvuk1YUoTWTuLhdRCGBzlEjmYMgbX80REREREu9jUrqi11kUhxGvgP1X5owC+I7K6CuD3APyC1ro4rWPS7iaEwFxyDoVGAbdrt3c2RAoYhh9uBK3u1tfbYdILL/g3k+fmNrfE2kmTVsr8xm90tmxrNNqB0tpa7/nbt/3p1i3/hvk4CgV/+nrPccQ7WdbgoGlxsXN5MjneuZw/PzhACigFPPQQcPQoK5Kov0Gt8TzPn1y3/VqrdS7TenDI1L1u2BSnSkki2oTXxDSu7jGR9iutNRzlwFOtkCgyH0ymNDumhOFXHFmG5Y9z1AqObCNmY54SEREREe1iU30sS2u9AeB/FUI8COBeAHMANgA8rbUe84407QdZO4tCvYBio4iaU0PKmtE4PEL41TG5nD9Gyvp6u9XdzZv+zd183q/s2ekbuKdO+a3XerVk6+fs2c1j/iQSwOHD/jSM1n61xaDAKTq/vu5/ZlSOA9y44U+jSKdHH8tpft5vYTcsQAooBTz2GEMkjhs1PiHawc6goFnrzpApCJ6q1c4QSojRQqZhYVOwnmET0czwmphG5SoXzxefD98fnzs+w7PZXkqrjkAoOnnKg6c8GNKAZVgwhAFTmkhZqXDelCYsw/JfpQXLsGBJK1zO4IiIiIiIaHtsS22/1toF8KXt2DftLVJI5OwcivUibtdu46h1dNan5Fe9HD4MrKy0x00qFv1AaX29HTbt5DgnDz7ot14bJRiREnjgga0dT4j2+FHHR7iZ4Xn+72pYlVOwrFIZ73yC1nrPPz9820lcuAB89rPAy1/uj3Wzn26+c9yo7SdEe/ykQZTqDJlc158ajc4ASsrN7fK6w6ZBQVP3OiLaNrwmpmFWi6twlQsAOJg5iIydmfEZTc5THjztwfGcsO1cdF4pBdPwAyBDGDANE2krDVOYMA0zDIeCUKjXvNhP12hERERERDExtbtHQoi7AbwWwF9qrdd6rF8G8L0A/lZr/Y3u9bR/5RN5rBZXsdHYwLK7jIQ5w9ZxUabpj5m0tNQeK6lc9udXV/2qpHzeDx2227lzwMMPD2/RJqU/xs9O3/Q3jHZF0Cjq9d7hUr/wadzWepP40R/1X03T/2cbndLpzctGWZ7N7sy/H5PiuFHxIuVo/750t9DzPP+/kaCNXrCuX7DUXe00KGCKLieikfCamMYRHQ/pxPyJmZ3HKIKKIUc54Xy07RyATe3mbNsOA6BelUTReUMYDImIiIiIiGJomo8g/wKAHwTwx33WbwD4NQB/BuCdUzwu7XKGNJC1s2E10uHcCO3WdpIQ/rhIc3N+Ncz6ersy6cYNv7ogn/eDg+301rcCx475rdcuXNi8/uxZvwJpN1SNJJPAkSP+NIzW/u961CqnQmFr5+a6fvXZxsbW9hOwrK2HUdFpWqEUx43avYJAaNi/C9GQKQiWuqualGrvb9C4TcNCpmCScmd+B0TxxmtiGllcxkPSWsPTXt92c65yISFhGqbfck74wU/STPoh0ZBKoiBEIiIiIiKi3WeaV/KvB/A/+vV511o7Qoi/AvDGKR6T9oh8Io9r5Wt+NVJ6GZYxpO3TrKTT/hRtdVcqtVu5zc351SfbdSP13Dl/2k/j1wjhh3T5PHByhJsrf/iHwK/+6vjHSaX8G+vTrnpyHP/fj62GW4FoKLWVMOqDHxxr3Kjmhz6IjftOwxASsjUZQkIieC9gCANSMESIjVHa1Wm9ubLJddtVTcEyrQeHTKOO1xS04pPS/2+boRPtTa8Hr4lpRJcKkRBpfvtCJK11/4BIu3A9Nwx6DGnAkhYSRgJpMx22oItWE/UKiwzJqlUiIiIior1omiHSUQB/OmSb5wD8wBSPSXuEZVhImSkUG0W8UHoBSTMJ27DDyZJWvNpb2DZw4IDf7m5jww8ISiW/QqlQ8IOdXG74GCiTOnVq74ZGW/Xa1072uccf93+nzaYfzlWr/thNvaZ+63otd93p/nzTDqVGoAHYn/s8Sh/9fdTuuRsqn4PK56BzWUjDDEMlCdGe7xEySUgYsr0sDKS63++GIGqvBLlCtAOexIBWolp3hkxB8FStdoZQQgwOmaLhUff8oGWjrA+Wx+l/K2i/4jUxjWxaIZLSqm9I5CkPnvL8cKjVNs6UJlJWKpwf1mrOlObu+N9nIiIiIiKaummGSE0A+SHb5ODfjyTaZC45h2ula6g5tfALa9Aew5JWR6hkGzYsw18209YYUgILC8D8vB8YrK/7YVKpBFy75t+Uzef9KhfaGadOAWfO+OP5jOrs2XYAYNvA4qI/bZXWfijVL4waN5CqVPyb9TssuCV/1/v/r84fTwi42TScfAZOLpjScPMZuPksmvksvFwO3lwOXi4Dlc9DzeXg5XKQiQSEEJvDp8h8/5CpFUgJw58XrfmuEGtbnD8PPPpo73+/zpwBHnxwb7b9E8IPxYcF40p1hkyu29lGTyl/0rr92isEGhQ2CdF73bBwadx1rJaiyfGamEY26phInvLgaQ+O1xqPqGteKRW2lDOFCdMwkbbS4XwYFPUJiGL3wBYREREREcXGNO++fwnA9wkhfrZX+w4hhA3g+wF8ZYrHpD3ENmwcyx9D02uGA/bWm3U0VROe5/lhkmGFPdjDoKkVJvUKmnbsy7AQfjVCNuvfLI2Om7S21h5XKZPhU/I74cEHgfvvH61dm5T+WFLbQQg/SEwkti+UKpfDeV2twikV4JY34JVLUOUSdLkMXa1CVCoQ1RrMah2JW+swK7Wt/3hawypVYJUqY3/WSyXg5LJwc5lWCJWGk8ugGc5nUctn4eaz8PI5P3zK54BUClK2wyURhkgSohUiGa3lg0Om1np0tuILtuk5uPfjjw8eR+riRf/fu0ceAd7ylgl+o3uAlOON26V1O1CKhkvBfPS95/mVeL3WRef7hVHdgVF0eb91rJaiyfCamEZSbpZxs3ITAGBJC0fzR8N1pUYJVacaVhMBCIOgYLJtu6PN3KBWc6Y0GRIREREREdFEphkifQTAYwA+JoR4p9b6erBCCHEIwG8DuAPA+6d4TNpjDGkgJVNIobNyR2sNRzlwPAeOclB36yipkv+lWiOsVgrDpa6AKdoWL6hi2jaJBHDoUHvcpELBv9FfLAK3b/tBUz4/fKwSmty5c8DDDw++4Q/4N3MfeWT3VI50hVJKK9S8uj+5DdS8OhqqibrXQN1rouE1IYVA0kggKW0kjAQsaWL+Tz6OA7/+22MfvnHnUeh0CkaxBLlRglGpTvyjGLUGjFoDuLk21ueUYcDLZ+HmM3DyrRCqVQHVzGXg5NNotAIpL5+Dm/dfdS4HYRhhFVO0oikaOAmIduAUtt4TSF94Egfe8x6IYcGkUtAPPQQcOQLxmtdM/PvZUwa1/osGONPSL1wK/tlF3wfVUd2hVByqpaL7COZHnXp9Zg/wlNdxLdD0mmEVRszwmphGcqVwJZy/Y+6OsLpea4216hpWMiuwpBW2oRtUSTTTynwiIiIiItrTpvlt43cB/DCANwP4biHE/wfgBfh94V8BIA3gf8D/4kw0FiFEGAR1676pVG6Ww0omQxhheNQdNHW3xQumqbXBMgxgacmvQCmVOlvdXb3qt7jL5wePQ0KTe+tbgWPHgMceAy5c2Lz+7Fm/Amm3BEgAXOW2QiM/MKq7DdRboVEQHlnCRNJIIGOmsGTPw+wxyHX1zCsB+H2URrm1HGx37f0PoXn3icgJeZDlMoyNEoxiqR0uFUuQpfZy2VpnbLSWF0sQ3ghVYj1Iz4Nc34C1voFxm0S6uQy8nF/d1K6A6nxtZlOo51pBVD4DL5eDSNh41W//3vAAqUUoheqHfgNXX34URlAF1aqWCsIqQxitSbZa87W32zNPis+q9V8wLpMxpQHed7Ja6vJl4B//0W9nmc36v6e77+4dCPULkIDpBU/T3H7EKixXuR0hUTAfvLqei6bywyPrq88g/3efBa5dwyFgZTr/wKeC18Q0kmgru+h4SJ72xy/KJ/I4lj8GU5owevzvORERERER0U6YWoiktVZCiO8F8CsA3gng1ZHVBQAfAPArWuvJ7hwS9WFIA4Y0kDSTHcuD6qXghlTTa6LSrMBVLpRWHW0+LMOCLe2B4y9N3CteCD8syueBWq2z1d3Nm35FUi7HVnfb4dw5fxpUCRFjjnL8wMith+FRQzVb4VEDjnJhSwsJw0bezOJAYnGkELR59wlU73s50p//4kjnIQBUX/XyzgAJAEwDan4Oan4Om/o1DaI1ZKXaM1ySkUDKKJbDbWTRD6VkozHOkTpPt1SBWaogcfXGWJ9TtgXZdMYK3dL/+EVUP/6nqN59J5BKQieTQCoBJDOQptFusdfVQk9CwJCdoVMYNEkZtuDrFU7FKnzaS63/dqJa6vx54Ld/2w+Qur3ylf7v6tu+rR1MBVN0X72WR6dhQVQ04BkUUE26feszGoALD03twtEenNar/96Fqzw48OBqD44OXl24WkEJDcuwsHzxK3jJ7/wJ8p/7EgDAAHDEr+yJBV4T06guFS6F89HxkJRWkELClCYSJh82IiIiIiKi2Zpq34NW3/d3CyF+CcC9AObhf1l+il+Uaad1VC91da9TWnU86Vx1qtjwNuAoB4ZotQwRXSFTJEzqDplGfjo0lfKnoNXdxoYfJhXySjEBAAAgAElEQVSLfriUy/nTtJ6gJ9+pU7siNGp4zXZ7Oq/RakvXQMNroq4acJWHhLSQMBJYtOeQkJOP+7X2jrch9W/eDaGGj+uupcDa29820XF6EgIqm4HKZuAeOTTeRxtNyFKpVeXUCpnC6qcSjI128BSGUqUyjFJ54tOVTT8iG/U3HWz3in//uz3XK8uESiTgpRLwEjZU0oabtOElWlMqAZVMQCcTUMkkvFQCOpGATqWgU0noRBJIJ4Fkyg+oUmmIZAoinYJIpSFTKUhpjlYF1Zqm6vz54a0kAX/9Qw8BR4/uqorAqYhWSw0L3J58EvjZn9164NYdKg2b+n2mO7Dqsb0KKoSVG1YRNaPvtYILDy4UXCg0tQMXGi48CIj22C7SQkoYyLWqiU1pIv/J/wcH/8PvQig9crA7C7wmplFEQ6SOSiTlbc/fZyIiIiIioglsS/Ps1pdjDhZMsSWFRMJMIIHNT3c6Xqt6qXXjq+bW4HgOPOX5lUqtqqXugYt7jb1kG31u8luWHyQtLfkBUjBu0sYGsLrqVyXl8+MNUE+7itYaDdUKjdxWaKQaYZBU95rQWiFhJJA0bCybC7AnrYbroXb2Ptx497tw8H0f7HkzNnivpcCNX/xZ1M7eN5XjbpVO2PASS/CWl8b7oOdBliqbw6Wu6ifZVQFlbJQgvOmOtyIdF9JxYZYrU91vlGdbUMlE55RKQicTcJIJNFMp6GSiVSGVgk4mIVIpIJUGUimIVDuQ8l/TkOkMRDoNI5WGkcpA9gvPH310eIAUUMpvObnfQqTATgZuUx4byVOtKqJWOBSGRLrVjk67fhWRcuEqBVcDjtJwtYABE6ZIwBImTBjICAkLBixpQkJsrrJqzac++4UwQALiGyBF8ZqYBrm0HgmRFtohktIKUkq2sCMiIiIioliYWogkhDAAJLTW1a7lb4TfE74K4He11pd6fZ4oLizDrzxKdY24ErTHC8ZoqDk1FFURjudAQLRDpRHHXjKl6bcDmp/3p0rFD5OKRX+6ft0fLymXA9LpGf02aFq01h1VRjWv7lcYheGRA0AjIW2kjCTmrBxsaQ3d71YU3/wmOIcPYun3/wvS/9jZ2i5oYbf29rfFJkDaEsOAms9DzefHbr03/0d/igMf+v2xD+kcXIHKpCHrdYh6A7LegKjVIYIb5NvIaDowmg5QnLwCaxjVCqF0q12fTiYhBGB95enxKkQuXAB+8zeBw4fb1Tndk5R+68/oa79t+23f6/OzbgEY88DNf6CiFRDpoJLIf+8qPyTy5z24kdDI0x5M4YdCpjBhSgMpkYQpDVjCnDgMX/rofxupenLWeE1Mo9Bad4yJ1N3OzoDBSiQiIiIiIoqFaVYi/RqAdwohDmqtNwBACPEjAD6K9r2kdwghXqW1fn6KxyXaER3t8bq4yu0YDLzcLPsDf3suTGmG1UndQVNHWzzThnVwCfbyEmRhw69KKpf9Nne3b/uVSdnsdMfloG2jtApDo6pb99vSqSZqrv/a8JqQQiBpJJCWSSxYc7DkthSHDlQ7ex9Wz94H++uXkb74JGSlCpVJo3rmlZvHQNqPhED1tWeAD/3+WGMiCQAvfPCRzb9DrSGajh8q1eoQ9Tpkww+XZL0Rhk3+uoa/vh5ZV4sEUtHl9TpErRFuuxNkvQHUG0BhY9O6sSOCD31oKuc0tmgYtZWAapwQK9imVPLHhhrHhQvA+94HLC93jjk0ymsgslxrDQ/Kn7SGp73WvAcPrfdaQ0HB0woeWu+1ghaACYmEbLVGbLVQlK337eOKjpdguRZdy9Hv/P0X8+YtpD//xVi3sIvgNTEN9WL1RVQcvyI1Z+ewlGpX2AZjIhmClUhERERERDR707xj+ToAnwq+LLf8Mvz+7+8CcAjArwL4twB+borHJZq5YPyGpJnsWB5ULwXhUsNroNwsw1EOtNabW+IFbfJsC/ZKAlZawU4J2LUG7FIJVnTcJGt7q1RoPK5yO6qM6m4DddUMw6O614AlTCSNBLJmGsuJ+VjdHGrefYKhUR/Nu0+get/Lkf78F4dvjHYVV8/fpxDQCRs6YUPN5aZ6niGtIRqbA6mgEqqjMqpnQFUP1wXLowGXH3w1t+fcd5pS/uSMVZ82Wx/+8NR2JeBfCO58fD25XRAgAbwmphF0VyFFK/Q87bGdHRERERERxcY07xvcAeAzwRshxF0ATgN4WGv9kday1wF4E/iFmfaJQdVLnvLCsZeaXhOVZgUFVYCrXBjCCAMmK2/CshVMU8GuOrBq12CvXYadzMCaX4RMpmAIA4YwIIVovbJaabs5yvEDI7eOqldD3Wv6YZHrt6dzlAtbWkgYNvJmFgcSi/znsoutveNtSP2bd4/USktLgbW3v20HzqoPIcL2ciM2ShufUhCNZruaqhVQ5f/7X2PhY58Ye3eVb74H9eNHAc+DVh6E50F7HuApf0yqYF7581JpCKUgPAWhNKTnQSgN4bZePc9f35qH8vcjPBXuR3jb9tsh4jUxDdVvPCTAr0SypMXrBiIiIiIiioVphkh5AMXI+9fC7+rzyciyLwN4wxSPSbRrGdKAIQ0kkNi0LqhccjwHTeWgarpwsoBnKliWB8tSsGprMFdXIT3ltxEyDEjDgjRMSMOEYZiQpgVDtl8N04I0TT9ogvRbD7XapQTzvGHRW8NrdoxpVG9NDa+JumrAVR4S0kLSSGLRnkNC2hOP+0HxUzt7H268+104+L4PQii9qaVW8F5LgRu/+LN7YxypQaSETiXhpTqrLzeSCSx87BNjt/578aF/O1YlnNJ+ezWtFRR0OO9BQWntz7fWKa38qbUuaBMlISA1YCpAKg1DaxguILWGoTSMYLnSkJHJ8DSkBgxPQWoN6QFSKRiehmh9VnjB9grS81+D0Esq7Ydif//3wBNPjPFL97nffgbNb7rH/x0oz/+5VOtn1F7rZ/Sgg7ZzWkMC/s+sRftnFwJSC0CI9jhd4Wv0n1B0eef69vhefT7f/Tl0fW7k4wL2c6tIPv31UX9Ns8ZrYhqq33hIgP83TrQeDCIiIiIiIpq1aYZI1wBEH6P7LgA1AJ+LLMsCcKd4TKI9yTL88ZPQ1bFO5RVc5aLZqMEprqNe2oByHSjPbU0NKK8C7SjIhn+j0785CojWq1Q6DJWENGAYFqRhRMInqzOEMqxIhZNoVz2hXfW01wIorbU/flFkPKOaVw8Do7rXhNYKCSOBpGFj2VyALS2GRntc8c1vgnP4IJZ+/78g/Y+dre2CFnZrb3/b3g+QBphq678Btvr3xmuFLdHgKQiaHK3QjLxXrbGCNLT/GWhIyNYN3uBvn4AM/i94H6xDe96AhJT+dsmXHcfRJ54YO3B75md+FKUTh+FoF67y4Cr/3ExhwGq1VrWECVMasIQFc4+0w7K/fhknfuSndsuYSLwmpqEuFSKVSPObK5EMYbCdHRERERERxcI0Q6S/B/ADQojvB1AH8BYAf621jg40cBeAF6Z4TKJ9RQrpt8dL20B6zh9VQbeealeq9epBux6U68BzHWjPgee5YdjkuQ485aHpuVDKhXKbfgDlePA8B1AqDJ+kBgwt/IBJGpCm/2qYNoSQMEwTUpiQVlDxZLYHV++qcIouCwKo6LJZBjBa644qozAw8vzWdA3PAaCRkDZSRhJzVg625JhU+1Ht7H1YPXsf7K9fRvrik5CVKlQmjeqZV3JMqZbd0PrP//sz2We11h1VTQpBVZQO5z3VDp68ViVUMA/AD5sOGsh8y2nMf+HpkY4rABReeS/W7zwAEwJpmYRl+iHRfqhWGDegnDFeE9NQg0IkT3l76uEcIiIiIiLa3aYZIr0PwJsB/EXrvQLw3mClECIP4PUA/mSKxyQiIQCz8z9lAcBoTZt0h07B1HqvXT9oUsqBcl1/Un6lk+c58DwPTa8J5SmohgvPc6E9F55yAaVhQEAYrWoly4IU7SonaZgwpAFpWn4oFSxrPZ3fq8Kpe6wnQ8hNrfjGDaA85aGuGh2VRv7UGtfIa8AQEkkjgbRMYsGagyV309DztN2ad59gaNTHXm/9J4SAga2HUJ5WuP2OH8Pcu94zcuBW+skfx0pycbID71ZaA9CABtbu/xGk3vWlkX5fM8ZrYhrI8RysFlfD98fnj3esV1DhNQ4REREREdGsTe2uqNb6i0KIbwfw461F/1VrfTGyySsAPAHgj6d1TCKaQI/QqWM1uv4wBKFTV9gEpQDX3VQB5QdQrcon5YXVT0p5cJ0KmkpBeX41lHJd/4l+KQApYRitFnutcZykNGAYBoS0/KqnVkWUISREEDZBhAFUr4ApCKAERNiirubW0VCOP6ZRKzSyhImUkUDWTGM5Mc8bN0RbwNZ//bVDKAPuq8/MNnCLBDTQuj0BnfMYsL7X9t3rgmN0rxt0jGC5EOFUO3EUNx78CRz8zT+E0Jt/X3HBa2IaZrW4Clf53QwPZQ8hbaU71iul/IduWIlEREREREQxMNVH67XWXwTw833W/S2Av+1eLoR4BYBXaq3/8zTPhYimJAidBgRP4aYAzGjI1DNs6q6A8gBPQXue33avFUB5yoN2HHjNJjy3Akf57fY0AE8CSgBKCigBCClbVU2WP95Ia5wnfzwnIxyfpOk5qKsGHOXClhYSho28mcWBxCJv1BBN2b5t/RcNZoL33QFL5LX4P78eztIClj78MaSf/HLHrgSA6re8FGs/9sOo3fcyYGOjx74mCGiC95GABtGKzmC+13rR+n+91knZuY+Oz/V533Ndn2MIgeLbfxTOy16Kpd/7CNKf/cKQfxizw2tiGmRQKzvdapUpheSYSEREREREFAtx6M/0zwG8BwC/MBPtBVJ23kgcphUqCaVg9qp42lQB5YdO0VBKea5f9eQ68BwXymtAab/SyRManhBQErDMBBaljYSRhDAM/zyFC0jl36CUsn2zUkpACoDhEtGWbKn136BKGaB/ODNsWd9wJRLIdK/r3uemz6IdzABjhTO1b3oJVv+Pd8O+sor0k1+GrNb8wO1VL0fz5J2dn+2171ECmnAe6BfQdKzrcZ49l3Wv67nNgGP2O9/u311E7dgdWP3hH4Dxlafg/tUT8H7vcdy4fvP5nhvvLrwm3icuFy6H8yfmT3SsU1q1qqsZIBERERERUTzEIUQiov1swtApGi5Jz4PsV/GkPMBtvdfafw3mo+NDBe+D9cGxlOo8x2BeCgACMIzO4GnQ65hjNxFNRRCOADsYxrQO1l0h03O7Hp/v0cps038/A0OM1v/rF7IMqpjptWxQSNJ9vJ5hSLhR/yAFQPPOO9F83WunG9BEf94RAprdpHHvS3DtaAbuJz6N69dvvjjr8yEaVTREOrlwsmOdpz0IIVghTUREREREscEQiYh2lyDEsazRtu+uZOoOkoL5XiFTsL1WgNK9t4m+uq6/rcbmsCoIpjZVO/V53yuAYnXU7PRrGxauw+ZgZJSWYr321a9VWffnhwUxwftBlTHdy/uFMYO2G7T/Qcs6jtMjEOl7zMg2w85l6M/XK5Dpsf+hIdLeCWaIaPtdWm+3s+uuRNJaw5AGW9kREREREVFsMEQior3NMPxpUt0VSmE4FAmW+oVL0e3CQGpIGLXV6ijRI5jaqeqoQRUo3aFJx/YjbNcvdOm73YDwpdc+Bm0H9A8oAoMChX7BRLAt0FkpMuh4/c5hUNDSvX6SsKTXPnodu2Pbrv33Os+e58Ywhoj2tuiYSHfN39WxztMe29kREREREVGsMEQiIhokGsZsVRAIDaqIikN1VHCuwWuvapfudb3ajwXvu3+fw7YT4f8bPdzoXtZvm1G26w5YBp53ZLthP9tEYU2f38XQEIlhDBFRHJWbZbxY9bsvWtLCkdyRjvVKK7CdHRERERERxQlDJCKinSLE1iujgO2pjorOB+cafQ3me1WadG+/KcgIdzBiiDSN7brObVglzCjbERERbVF0PKQ75+7c1LZOaeVXIrGdHRERERERxQRDJCKi3Wa7q6NGrezptx0RERH1FB0P6eTCyU3rPeVBCslKJCIiIiIiig2GSERE+9m0qqOIiIhoqGgl0on5E5vWa2iOiURERERERLHCR9yIiIiIiIh2wKVCpBJpvnclkiHZzo6IiIiIiOIjDiGSQGTEDCIiIiKifYjXxPvAsEokpRUk2M6OiIiIiIjiY+bfTrTW/7vWeubnQUREREQ0K7wm3vu01h2VSHct3LVpG6UVpJBsZ0dERERERLGxo19UhRB5IcSdO3lMIiIiIqI44TXx/nSzchNVpwoAyCfyWEgubNrG0x6klGxnR0REREREsbHlEEkIcbcQ4i+EEBtCiDUhxEeEEJsbfPt+DsClPuuIiIiIiHYlXhPTMN3jIQmxuXthUInEdnZERERERBQXW/p2IoQ4AOBvAfwzADkACwDeBuDzQojv2/rp9T3uMSHEHwghrgohGkKIy0KIDwghNj/ON/o+XyeE8IQQWgjx76d5vkRERES0d/GamEYxbDwkwA+RDGGwnR0REREREcXGVh9x+3cADgL4HQBHAay0llkA/lwI8YNb3P8mQoi7AXwOwL8CcAHAfwDwDQDvAnBeCLE0wT5zAD4MoDrFUyUiIiKi/YHXxDTUpfVIJdLC5iI1pRWgASlkzyolIiIiIiKiWdhqiPRPAXxBa/1OrfU1rfWa1vr/BPB6AOsA/kQI8f1bPckujwE4AOBntNY/qLX+Ba31G+F/cT4N4L0T7PODAOYA/Or0TpOIiIiI9gleE9NQwyqRlFYwpMHxkIiIiIiIKFa2GiIdB/D/di/UWl8E8DoAawAeF0L80y0eBwAghLgLwPcAuAzg0a7VvwygAuBfCiEyY+zzzfCf4PwZAFencZ5EREREtK/wmpiG6h4TqVswHhJb2RERERERUZxsNUSqAfB6rdBaP4P205d/JoT4ri0eCwDe2Hp9Qmutuo5XAvB3ANIAXj3Kzlr9638PwMe11h+ZwvkRERER0f7Da2IaqOk1sVpcDd8fnzu+aRtPeZBCQoqtfkUjIiIiIiKaHnOLn78C4Fv6rdRaPyuE+E4AnwbwcQCf2eLxTrden+mz/ln4T2XeA+CvR9jf78IP0n5q0hMSQnyuz6p7J90nEREREe0q+/6aGOB18SCrxVV42s8Zj+SOIGWlNm2jtIKUku3siIiIiIgoVrb6mNvfAnidEGKu3wZa668C+C4AdQDfucXjBcfZ6LM+WD4/bEdCiPsBvBnAA1rrG1s8LyIiIiLav3hNTANFW9n1Gg8JaI2JBIOVSEREREREFCtb/YbylwASAB4YtJHW+ovwvzQXtni8YURwyIEbCXECwAcAPK61/thWDqi1/tZeE4CntrJfIiIiIto19v01McDr4kEur18O53uNhwRwTCQiIiIiIoqnLbWz01p/UgiRAuAJIV4HoKi1frLPtk8KIe5G+8nJSQRPVfbbR75ru37+AH7v+oFf9ImIiIiIhuE1MQ0zSiWSpz22syMiIiIiotjZcq8ErXVDa+0C+BSAfz1k24LW+soWDvd06/WePutPtV779YcPvArAAQAvCiF0MAH4T631v9ha9vEtnCsRERER7RO8JqZBLhcuh/MD29kJtrMjIiIiIqJ42VIlUpdb8J9k3E6far1+jxBCaq1VsEIIkQPw2tY5/P2Q/fxnAOkey08BeB2AJwF8DsDnt3zGRERERLSf8JqYNolWIp1c6N/OTgjBdnZERERERBQr0wyRPg3gNVPc3yZa668LIZ4A8D0AHgTwocjqXwGQAfA7WutKsFAIcW/rs09F9vMzvfYvhPgJ+F+Y/1Jr/UtT/wGIiIiIaK/7NHhNTBGlRgm3qrcAALZh40j2SM/tgkoktrMjIiIiIqI4mWaI9EsA/kEI8QiAh7XWzhT3HfUAgM8A+I9CiO8E8FUA3w7gDfBbdvxi1/Zfbb0KENG+9Ozaszi/eh7lZhlZO4tzx87h1NKp4R8kIiIaH6+JqUO0Cun43PG+IZGnPEgh2c6OiIiIiIhiZZoh0r8D8CUA7wbwdiHEFwBcB6C7ttNa67dPepDWk5ffBuBhAG8C8L0ArgH4jwB+RWt9e9J9E9Hecv7583j04qO4ePXipnVnjpzBg2cexLk7zs3gzIiIaA/jNTF1GGU8JABQUJBCsp0dERERERHFyjRDpJ+IzB9qTb1oABN/YQYArfXzAP7ViNuO/LSl1voPAfzhZGdFRHHy+Fcex3s+9R6o9jARHS5evYj7P3E/HnnDI3jLS9+yw2dHRER72E9E5nlNTJ3jIc33Hg8JAJRSMCTb2RERERERUbxMM0Tq/42IiGgHnX/+/MAAKaC0wkOfeghHc0dZkURERNPCa2LqMEolktYaSiu2syMiIiIiotiZWoiktb4yrX0REW3FoxcfHRogBZRWeOziYwyRiIhoKnhNTN0urUcqkRZ6Z4xKKxjCYCs7IiIiIiKKHT7mRkR7yrNrz/YcA2mQC1cv4Nm1Z7fpjIiIiGi/0lqPVInkaQ9SsgqJiIiIiIjiZ5rt7Ii25Nm1Z3F+9TzKzTKydhbnjp3DqaVTsz4t2kXKzTL+/Kt/PtFnP/yFD+NffPO/wIHMASyll2BK/nkkIiKirblRuYGaWwMAzCfmsZha7Lmd1hpSSI6HREREREREscO7pDRz558/j0cvPtqzeuTMkTN48MyDbDVGobpbx3Mbz+FK4QouFS7hcuEyrmxcweXCZdyq3pp4v49/5XE8/pXHAQACAsvpZRzIHMBKegUHMgf8+UxkPr3CsImIpooPUxDtPZcK7VZ2/aqQAL8Sie3siIiIiIgojnj3k2bq8a88jvd86j19x6+5ePUi7v/E/XjkDY/gLS99yw6fHc2K4zl4ofRCGBQFIdHlwmVcK12Dht7W42tovFh9ES9WXxy4nRQSS6mlMFjqFzotpZZi/2Qxb14TzQ4fppjM125/DU987Qm8WHkRyGJl1udD1Eu0lV2/8ZAAf0wkIQTb2RERERERUewwRKKZOf/8+YEBUkBphYc+9RCO5o7yJtoeorTCjfINXC5c9oOiQiso2riM1eIqXOWOvU9LWjiUPYTni8+P/dlvPfytqDgV3KzcxO3a7ZE+o7QKw6Yvv/jlvtv1Cpt6hU6LqcUdD5t483oyDN1oWvgwxfg2/d2qAMjhjpmeFFEfl9ZHq0RSWvmVSDF/6ISIiIiIiPYfhkg0M49efHRogBRQWuGxi4/xZvYuo7XG7drtzpCoFRRdKVxBw2uMvU8pJI7mjuLE/ImO6fj8cRzJHoEhDfzYn/9Yz1Ckn7NHzuKPfuiPwvdNr4m16hpuVm7ixeqLuFG54c9XXsTNys1w+bTDJkMYWEovbQqXukOnaYVNvHk9PoZuNE18mGJ8w/5uEcVNRyXSfP9KJE95kEKyEomIiIiIiGKHIRLNxLNrz451kx8ALly9gGfXnuXT/ohfFUSxUfTHJuoKii4XLqPcLE+0z4OZg5tCohPzJ3BH/g7Yhj3wsw+eeRD3f+L+kW4ySiHxwJkHOpbZho3DucM4nDs88LNNr4lb1Vsd4dLN6s120NRavl5fH/4Dwx8PIfjsIIYwsJxe3jRG08HMwY42eoupxb43o3jzenwM3Wja+DDFeEb9u0UUJ6OOiaShOSYSERERERHFEkMkmonzq+cn+twDf/kA7lm+B3OJOcwl5zCfmMdcsmu+tS5jZSCEmPKZz9YsqyBqTg1XNq50tJ0LAqNRK3K6LSQXNgVFJ+dP4s65O5G20hOf67k7zuHhNzw89GajFBKPvOGRiX9ntmHjSO4IjuSODNwuCJu6w6Xu0KlQL4x0XE97uFG5gRuVGwO3M6XZ0UYvGjp9+MkP8+b1GBi60bRN+jDFb138LRzOHfbHToFftRCMoxJM3esEROe6Ptt17KPfZyA2ve+13Sj7GNc4oRtRHDS9JlaLqwAAAYHj88f7buspD7Zls50dERERERHFDkMkmolJq1OeKz6H54rPjbStKU3kE3nMJeYwn5wPw6UgaIoui87n7Fwsv8DvRBWE4zlYLa5uqia6UriCa+VrE+0zY2V6BkXH545jLjk30T5H8daXvhXHcsfw2MXHcOHqhU3rzx45iwfOPLAjN/rHCZuCgOnF6ot9Q6dRwyZXuSOFTaO4cPUCfvq//3RY3WRKE4YwIKWEKczw1ZBGOKbDptcB60xhhvuVQvrLZOey6GvfY0RegxvX08CKEZpU02viZuUmrpev40b5Bq6Xr+N65Tr+YfUfJtrfB/7hA1M+w9mIhlF9gyi03yutRq7qJIqL5zeeD/+340juCJJmsu+2Sqsw1CUiIiIiIooThkg0E1k7u+3HcJWL27XbY1fJCAjkE3k/gOqqduoVSAXr84n80DZrk5pmFYTSCtdK1zZVE10pXMFqcRWe9sY+P9uwcXzueM+gaDm9PLOKsHN3nMO5O87Frv1fP7Zh42j+KI7mjw7cruE2/DGWusZo6g6dCo3RwqZR/dU3/mqq+9sJYUgVBFCtwCsaNvUMqSKBVN2t40s3vzTWcS9cvYBnbj2De5bv2aafjOKg4TZwo9IKhlrTjfINXK9cx7XSNdyo3MCt6q1Zn2YsaWhorVlZRHvaqK3sgFaIJCTb2RERERERUewwRKKZOHdssif03/vG9yJn57DR2EChXsBGYwMbdX8qNAr+fGMDxUYRVac60TE0tL/fxgaeLz4/1mfTVjoMmfKJfN/AqbsCKmkmBwYt41ZBPHrxUbxk8SU9g6IrG1fQ9Jpj/VyAfzP+WP5Yz6DocO5wrJ+cPbV0Kpah0aQSZgLH8sdwLH9s4HZB2NRdzfQ3z/0Nvnrrqzt0trPlaQ+e50307/xWvfm/vhnL6WUspZb8Ke2/LqYXw2WLqcVwecJM7Pg57oTdEuJ2qzm1sGoorCAKgqJWcDRpK8+teMWBV+DkwkkorfwQBqo9r1U4Beu01h3bdW/bbx/9PhMNf8J10L33PWA50X4QDZFOzp8cuNt0r0gAACAASURBVK2nPf8hhxhWwxMRERER0f7GEIlm4tTSKZw5cmas8SDOHjk7Vpu2ptcMQ6VBgdNGvXN9qVma5EcCAFSdKqpOFVdLV8f6nG3Y7SqnVlVTEDi5yh173IyLVy/iO/7Td4z1mcDh7OGO9nMn5k/g+NxxHMsfg2VYE+2TZqNf2LSSWcF7/+a9Y+/v+059H84ePQtPeX44E3l1tQulVMerpzworeAqd9Nr9+f7vQaf2XSs7v1F1gfLZn2jWmkVBnejyNrZTcHSYmqxI4BaSvvL5pPzsQ5ugdmO4TZMpVnB9cp1XC9d7xkU3SjfmFoln4DASmYFh7KHcChzCAezB3E4exgA8P7PvH/s/b3vO9+3K0K4QbTWHWFUNGzqF0R97Msfwwf/4YOzPnWisVwuXA7nR61EivvfdiIiIiIi2n8YItHMPHjmQdz/iftHqrCRQuKBMw+MtX/bsLGSWcFKZmWsz7nKRalRagdMQeA0QiA1aVueptf025NVX5zo8+NaSi11VBMFQdGdc3ciZaV25BxodiatBHznt71zV9287g6fRg2swtdWEPbJr30SH/3iR7f9fMvNMsrNMq5sXBm6rRQSi6nFdsjUr9KpNZ+20tt+/lE7MYZbL1prlJvldtVQEBRVrneMSbSVhwWiDGHgQOYADmX9cOhQ5lA4fzh7GIeyh7CcXu4bwH/q8qfGfphiN/032I8QAgICEICB0aouvvuu72aIRLvOpfVIJdLC4EokpZXfRpXt7IiIiIiIKGYYItHMnLvjHB5+w8NDx/qRQuKRNzyyY0+sm9LEQmoBC6mFsT6ntEKlWWkHTCNWQBXqBTjKmfrPYRs2Ti+d3hQUnZg/gVwiN/Xj0e4xaSXgbrt5LYWENCQsbK2CbiG5MFGI9Gf/y59hIbmAtdoabtduY6261p6vreF29TZu1W5hrbqG9fo6XOWOvG+lFW5Vb4083k7KTHVWNw2odJpPzsOUk18eTHMMtyit/Vaj0TCoOyS6Xr4+cSvTbpa0woAoDIla1UTBsuX08pZaT233wxR7ySR/t4hmbdRKJKUVoP3/zmc1jiQREREREVE/DJFopt760rfiWO4Y3vF/v6PnDdSzR87igTMPzKzl0TikkMglcsglckPHqonSWqPu1jvCp2jg9HfP/R0+s/qZsc/n58/9PH78lT8+9udof+DN69FNGrq97MDLAABH80eHbq+0QrFRDMOltdpaGDp1LGuFUMVGcayfoebWsFpcxWpxdei2AgLzyfmwdV60qmk5tdy5PL2EjJXpuOk57hhuj118DK8+9mqs19c7xx1qBUXXytf8+cp11N36WD93P5a0cCh7CIezh9vhUBAWZfz3S+mlbW8rFdeHKeJqnL9bRLMW/E0H/Ad7juSO9N1WaQVDGhwPiYiIiIiIYokhEs3cqaVTYYBkSQvvPPNO5Ozcrhl8fauEEEhZKaSsFA5lD21a/0+O/xN8/x9//9j7fc0dr5nG6dEexZvX49nu0E0KifnkPOaT87h74e6h2ze95ubqpq5KpzCEqq6NVe2oobFeX8d6fX2k7W3DDgOlpJHEZ699duRjAcCFqxfwst962ViVWIMkzWQ49lC/oGghuRCbp/2Dhykeu/gYLly9sGn9bnqYYruN+neLKA46qpDmTgwMpYPxkNjKjoiIiIiI4oghEs3cU7eeCue/eeWb8eCZB2d4NvGzX1qP0c7jzevRxS10sw07DESGCcYJ6q5qulW91dFaL1hfqBfGOpem18S18jVcK1+b9McZOUBKW+l2GNQnKJpLzMUmIBrVuTvO4dwd5/Ds2rM4v3oe5WYZWTu7bx6mGMewv1tEcfGN9W+E88PGQ/KU57dg3ebqRyIiIiIiokkwRKKZi4ZIp5dPz/BM4outx2i78Ob16HZr6CaECFttDhqTI+B4Dgr1Qkc1U3elUxBA3areQsNrTOU8c3au59hD0aAoa2d3XUA0jlNLp/jf3QiCv1tP3XoKT3ztCTz+kcdx8/rN52d9XkRRo46HBLQqkaRkOzsiIiIiIoolhkg0c9EQ6d7le2d4JvEVtyoI2nt483o0+yF0swwLK5kVrGRWhm6rtUbVqYYVTX/6lT/F4195fOxj/vxrfh4/+aqfnOR0aR97yeJLkPmmDD6d+TRulm++OOvzIYqKhkgn5wdXIimtYMBgJRIREREREcUSQySauadvPR3OM0Tqb7dWQRDtRQzdfEIIZOwMMnYGd8zdgYyVmShEev3x10//5IiIZuhS4VI4P6wSydMex0QiIiIiIqLYYohEM9X0mvhGod0z/p6le2Z4NvG3H6ogiGj34hhuRER+ZdGVwpXw/bAxkdjOjoiIiIiI4owhEs3U125/LRxQ/c65O5G1szM+o92BVRBEFFccw42I9rsb5RuouTUAwHxyHvPJ+YHbK61gSYvt7IiIiIiIKJb4TYVmqmM8pCW2siMi2u2CMdyG3QzlGG5EtFeNMx4S4IdIQgi2syMiIiIiolhiJRLNVDREOr18eoZnQkRE08Ix3IhoP4u2ah41RDKEwXZ2REREREQUSwyRaKY6KpGWWYlERLRXcAw3ItqvOiqRhoyHBACe8mAIg+3siIiIiIgolhgi0cxorfH0rafD96xEIiLaeziGGxHtN5fWL4XzJ+ZPDN1ege3siIiIiIgovvi4G83MzcpNFBoFAEDWzuJY7tiMz4iIiIiIaGuilUgjhUhKwZBsZ0dERERERPHEEIlmpmM8pKXTEELM8GyIiIiIiLam6TXxQukFAICAwPG54wO311pDaQUpJNvZERERERFRLPGbCs0Mx0MiIiIior3kuY3noLQCABzJHUHCTAzcXmkFQxhsZUdERERERLHFEIlm5qk1hkhEREREtHdEx0M6uXBy6Pae9iAlq5CIiIiIiCi++G2FZoaVSERERES0l1wqREKk+eEhktYaUkiOh0RERERERLHFEIlmou7Ww0GHpZA4tXhqtidERERERLRF44ZInvbYzo6IiIiIiGKNIRLNxDNrz4T94o/PHUfKSs34jIiIiIiItiZ4SAoATsyfGLq90gpCCLazIyIiIiKi2OK3FZqJp289Hc6zlR0RERER7QXREGmUMZGUVn4lEtvZERERERFRTJmzPgHan6LjIZ1ePj3DM6G9zvEcVJwK6m4dtmEjn8jDlPzTR0RERNO1Ud/A7dptAEDSTOJQ9tDQz3jKgxSSlUhERERERBRbvJNKM/HUWjtEuneJlUg0XUorVJoVlJtlOJ6DtJVG3s6j7tbxQvEFpKwU5hJzSJiJWZ8qERER7RHRKqTjc8dHCoY0NMdEIiIiIiKiWGOIRDtOa812djR1WmtUnSrKzTLqbh1JK4l8Io+MlUEukUPGzqDSrKDYKKLYKOJm5SYMaYTbCCFm/SMQERHRLnapcCmcH2U8JMCvRLItm+3siIiIiIgothgi0Y67WrqKUrMEAJhLzI3U6oOon7pbR7lZRtWpwpIWsnYWK5kVZO0s8ok8snY2fBI4n8hjJbOCQr2AjfpGGCit19aRT+SRS+TYToaIiIgmEg2RRhkPCfCrpyXYzo6IiIiIiOKLIRLtuGgru9PLp1kBQmNrek2/XZ1ThoBA1s7icPZwGBzlErm+4x6Z0sRyehmLqUUUG0UU6gWUG2VsNDawurGKjJ1BPpGHZVg7/FMRERHRbnZpPRIizY8RIgnJdnZERERERBRbDJFoxz11KzIeElvZ0Yg85aHi+OMcecpDxsrgQPoAMnYGOTuHfCI/1hhHUkjMJ+cxn5xHpVnBen0dxUYRpUYJ10rXkDATyCfySFmpbfypiIiIaK+Ijok0aojkaQ9SSrazIyIiIiKi2GKIRDuuYzykJYZI1J/WGhWngkqzgrpbR9pKYz4xj2wiG1Ydpa30lo+TsTPI2Bk03EbY6q7ULGGttgZRE5hLznHcJCIiIupLaYUrG1fC96OOiRRUIrGdHRERERERxRVDJNpxrESiYWpOLRznKGEmwnGOgoqjrJ3dlkAnYSZwMHsQy+llFOoFFOoFlBollJol3K7dDo/Pp4WJiIgo6nr5OupuHQCwmFrEXHJupM8prWAIg+3siIiIiIgothgi0Y6qNCt4buM5AIAhDLxk8SUzPiOKi6bXRLlZRqVZgRQSWTuLhdRCe5wjO7dj4Y0hDSyll7CYWkSpWcJ6bR2lZgnFehGrxfa4SbZh78j5EBERUbxFx0MapwpJQEAKyWpnIiIiIiKKLYZItKOeWXsGGhoAcNfCXWONYUN7j6tcVJr+OEdKK2TtLA5mDyJj+SFNLpGbaVAjhEA+kUc+kUfVqWK91ho3qVnCjfINWIY1tZZ6REREtHtFx0Mat5UdK5yJiIiIiCjOGCLRjnpqrd3K7vTS6RmeCc2K0gpVp4pys4yG20DGymAptYSMnQmrjlJWatanuUnaSiNtpbHirXSMm7ReW8ft2u2wzR7HNCAiItp/LhXalUgn50+O9JkwRGIrOyIiIiIiijGGSLSjouMhnV5miLRfaK1Rc/1xjmpODUkriaydxaHMIWQTfnCUsTK7opWLbdg4kDmApdQSio0i1uvrKDfK2GhuoFAvhEGYKfnnlYiIaL+YJETylAdDGnwAhYiIiIiIYo13OWlHPX3r6XD+3uV7Z3gmtBMabsMf58ipwJQmsnYWS6mlMGjJ2tld28LFkAYWUguYT86j3Cxjvb6OUqOEUqOEq6WrSJpJzCXm2LKRiIhoH4iOiXRyYfRKJCHErr0WIiIiIiKi/YEhEu0YpRWeXmOItNc5nhMGRwCQsTI4nD2MjN0a58jOwTKsGZ/l9AghkEvkkEvkUHfrWK+tY6OxgVKjhJuVmzCliVwit2sqrYiIiGg8DbeBq6WrAAApJO6cu3OkzymtYMBgOzsiIiIiIoo1hki0Y1aLq6g6VQDAYmoRK+mVGZ8RTYunvHCcI8dzkLEzWEmvIG2lkU/kkU/k90VFTtJM4nDuMFYyKx1hUtD2Lm/nkUvk2LaGiIhoD7mycQUaGgBwNHcUtmGP9DlPe5BC8rqAiIiIiIhijSES7ZjoeEj3Lt/LqoxdTmsdBkd1t46UlcJcYs4PjpJ+xVHaSu/Lf86mNLGSWcFS2h83qVAvoNQoYaOxgY2NjbAqay9VZBEREe1XlwuXw/kT8ydG/pzSClJKtrMjIiIiIqJYY4hEO6YjRFpiK7vdqu7W/XZ1zQoSZgJZO4uVzErHOEd8otYnhcR8ch7zyXlUmhWs19dRbBRRapRwrXQNCTOBueQckmZy1qdKRDHRcBtoeA2Y0oQpTVjS2pdhPNFuEg2RRh0PCfBDJEtabGdHRERERESxxhCJdkw0RDq9fHqGZ0LjanrNcJwjCYmMncHR/FFkrNY4R4kcTMk/J4Nk7AwydgYNt+GHSfUiSs0SblVvQUBgLjnHcZOI9iFXuai7dVSdKupuHYYwkDASqOkaml4TnvbCMMkyrI5XVi8QxcOl9Uvh/LiVSEIIPnxDRERERESxtivv+gohjgF4GMCbACwBuAbg4wB+RWu9PsLnMwB+EMD3AXgVgDsAKABPA/hjAB/SWje35+z3r+52dhRvnvLC4MhTHjJWBgfTB5G22+Mcjdrzn9oSZgKHsoewnF7GRn0jbHVXbBaxXltHLpFDzs7x5jDRHqW1RsNroOpUUXNqcJWLpJVE2kxjMbWIlJlCykrBVS6aXhOO5/iT8qe6W0epWYLjORBCwJKWHzJ1BUwMpPcHXhPHw6VCO0S6a/6ukT+ntIIhDP5vPhERERERxdquC5GEEHcD+AyAAwD+AsBTAM4CeBeANwkhXqu1Xhuym/8JwEcA3AbwKfhfthcB/DMAvwbgh4QQ36m1rm/PT7H/lBolvFB6AQBgSQt3LYz+BZt2jtIKVaeKSrOCultH2kpjIbmAjJ1Bzs4hn8gjZaVmfZp7gilNLKWXsJhabI+b1CyhWC9itbgajpvEoI5o93OVi5pTC6uNTGkibaWxlFpC0kyGlYppK73pv3mtNZpes2NylLM5YPIclN1yOG8aJmxps3ppD+M1cXxEQ6RxKpE85cEQBiuRiIiIiIgo1nZdiATgMfhfln9Ga/2hYKEQ4jcA/ByA9wL4qSH7uA7gxwA8Hn26UgiRA/BpAK8B8CCAX5/qme9jT689Hc7ftXAXb4zHTM2podwso+bUkDATyNgZHMwcRDaRRc7OIWtn+VT7NhHCb2U3l5xD1aliveaPm1RsFHGjfAOWYSGfyCNtpWd9qkQ0Iq016m4dNbeGmlODpzwkLT8sWk4vI2WlkLH84Chlpgb+fRVCIGEmkDATm9ZFq5V6BU1BwBSMZed4DjT0pmCJ1Uu7Fq+JY2C9to5CvQAASJkpHMweHPmzCn47O46JREREREREcbarQiQhxF0AvgfAZQCPdq3+ZQD/GsC/FEL8b1rrSr/9aK2fBPBkj+UlIcSvA/gogNeDX5inhq3s4icc56hZgSENZO0sFlOLYQUMW6rtvLSVRtpKY8VbQaFeQKFWQNkpY722jtu125hLzDHQI4opx3PC0Kju1mEZFlJmKgyN0lYaGcuvNrIMayrHNKXpj0fXtbugeimoWOoIlyLVS65yUXbKcOoOXM+FYRgd1UtBmzyOeRc/vCaOj8uFy+H88fnjY1UVKaVgSLazIyIiIiKieNttdwXe2Hp9QmutoitaX3b/Dv4X6lcD+OsJj+G0Xt0JP089MESKB1e5KDfLKDfL0Foja2dxMHsQGSsTjnM0rZubNDnbsHEgcwBLqSVsNLrGTaqvI2tnkU/keWOXaIa01qi5fmBUdapQSvkVRq1qoyAUHqXaaNrC6iVsrl7ylLcpWIpWL7meC0c5aLgNlNXm6qUgWLINm9VLs8Vr4piIhkgn50+O/DmtNZRWkEKynR0REREREcXabrsDebr1+kyf9c/C/8J8Dyb/wnx/6/WTo2wshPhcn1VMSiIYIs2O0gqVZgUVp4Km20TaSmM5teyPc5TwxzlKmslZnyb1YEgDi6lFLCQXUG6WsV5f98OkRhFXS1eRMlPIJ/I921wR0fQ1vabfps6poebWkDASSFkprKRXOqqNMnYmtiGvIQ2kZGrT+HZa676VS02vCVe5YYu8ilNBoV7wq5ek0bM9Xlx//j0kdtfEwP68Lp50PCSlFQxhsJUdERERERHF3m77hj/Xet3osz5YPj/JzoUQPw3gTfDbevzBJPugzTzl4dnbz4bvGSJtP601qk4VFaeCmlND0koiZ+eQybSDo7SV5hPku4QQArlEDrlEDjWnhkK9gI3GBkqNEm5WbsKUJvKJPDJ2ZtanSrSnKK3C0KjqVgHtj3mSsTNYyayE8xkrg6SZ3NV/U4UQsA2755iF3dVLQdgUBExBe7ym20RVV+F4DjztbQqWbMOGKU1WXUwHr4ljoqMSaWH0SiRPe5CSVUhERERERBR/uy1EGia4e6PH/qAQPwTgA/AHGP5hrbUz5CP+gbT+1j77+xyAV417HnvRlY0rqLt1AMBKegWLqcUZn9He1XAb/jhHTgWWtJC1s1hKLfkBhO2HELxZsbulLL+CYDm9HIZJxUYRxUYRt+u3kbfz/OdMtAVNrxlWGjXcBhJmAkkziYPpg+1qI9sf22i/VNuMUr0UBErRoCkIlxzPQdWpYqO+AcdzNlUvmdIM52lqdvyaGNif18WX1tuVSOO2s5NCcjwkIiIiIiKKvd129yN4qnKuz/p813YjEUL8IIA/AXATwBu01t+Y7PSoF7ay215Nr4lKs4KyU4aAQNbO4nD28P/P3r3HSXaWBR7/PdXdc+mZzCUzuQAhmQSSCYgiEpGbQmBBRQRXwIUVCLCrqICgsIK4mkQBRbnfZL2RBVTQiLKCEFwgXGUBARFJhkBmhpALYe4zmZme6apn/zineqqrq7q7qqu6qqZ/3/mcT3Wdy1tvndPV85563vd5Wbfq1DxHK+WLzpVkYmyCs9adxZbJLRyaOsT+Y/s5cuIIB6cOcvDgQdavXs8Zq87wS1lpAbWszQSNjp08BhSjjc5YdQZnrzt7Voo6U3/OttDopfnS452snmQ6p2cCTM2jl8Yr4zPzLk2MTRgYn8s28RCoZY1dB3fNPO8knV01q6azkyRJkjQSRu2b5R3l4yVttl9cPrbLDz9HRDwF+CuK3paPysybFjhEHdqxZ8fMz8MSRMosOuZm2UG3+Xm7dY3r5zu+3bG9eu36+hPVE0xXp1m/aj1nT55dzHO06gznyVlBKlFh05pNbFqzqZg36dh+Dp84zOGpw9x++HZWj69m45qNfvktNThRPcHRk0c5dvIYJ6onWD2+uphjbP2GWSnqJicmHSXQpbHKGGOVsTl/ezKT6dr03OBSGXCark5zonZiVnCpPnppvDI+awTTCg8s2SYeArcdvo0T1RMAbFm7hQ2rNyxwxCm1rBERK/33WJIkSdIIGLUg0sfLx8dGRCUza/UNEXEG8DDgGPC5xRQWEf8VeCdwK/a27JvFjkTKTPYe28t0bXrWOpgnWFMPsjTEWhYK7AAEp+atqM9hUV/XPKdF8/b5jmncp/7jzD4svpy6+hcLcaqwWcdMjhdplRrnOdLKtX7VetavWs/U9BT7j+/n4PGDHD5xmD1H91CJSjFv0sS6kZ63RepGtVadGWlUT686OTHJxtUb56SoM+DaXxFRBILGJljH7HncallrOWqpVXq8Y9PHOFlddJa105Ft4iHQOB9SJ6OQoPh9H4sxA9WSJEmSht5IBZEy81sR8RHgscDzgDc3bL4aWAf8r8y8q74yIi4tj72xsayIuIJiouDdFDfLu/tc/RXrxr2LCyJNVaeYmp5i85rNCwdpZsVqWu8zX/Cnk+M6OaZX+yz2mLHKGJMTk/Zi1Syrx1dz7vpzT82bdPwgh6cOc+hEkfauPkeWX1zpdDY1PTUTOJqanpqZT2zTmk2snVg7M9LI0UbDoxIV1oyvaRnIaw4oNQaaVuL/gbaJh8Os+ZA2L34+JCiC25WorMjfX0mSJEmjZaSCSKVfAT4LvCkiHg3cAPwIcDlFyo7fatr/hvJx5tv4iLic4ma5QtGT89kteuYfyMw39Lz2K8yB4we448gdAKwaWzVvL83p2jTjY+NsmdzClsktwOICQt3sI60E45Vxtk5uZcvact6k4/s5MnWEQ1OH+M6h78zMm9VqPpNRl5nUskaSZObMiMRa1mae9+JxrDI205N8vDLOWBSPlagwXhn3b84yahxtdGz6GJWoMDk+WQSNxtcyuWpyZn4j032OnnajlzKTicqKnfvNNvGALXUkUv3/DUmSJEkaZiMXRCp7Xl4G/C7wE8DjgNuBNwFXZ+a+RRRzAcXNMsBz2uyzG/CGeYkaU9ldfObFjFfa/8plJmOMsWpslWnZpB6KCDau2cjGNRs5evIo+4/t59DUIQ5NHeKOw3ewenw1G1ZvYO3E2p69Zj3Q0hi0qa9fjuBOUMwzMRNIjiCImfkngijSQ5b/6uvq+4/FGFGJWesqVGaVEwTVrFLNKtO16SLFVh6jWqvOLJVKZSawVA84Nf5cDz6pO1PTU8XcRmVqszUTa04FjsrRRvU0dfb2Pz2t5ECtbeLBawwiXbips5FItazNzB0mSZIkScNsJL+5ysxbgGcvct853y5k5jXANb2tlVppDCJt37p93n2rWfVmWuqzevqus6pnsf9YMW/SkZNH2HdsH3ksWTdR9PJvF9yZWdcYtKn/3BTEaZwwfKEgTnPQpxIVKpXZgZ3mYE+9jOZ1rV6rX+uma9MzQaRWSz2Y1Ljf1PTUzM/VWhGEahVkahzR5LwZhenaNMenj3P05FGOTx9nLIqUnpvXbJ4ZbVQPHJ2OI+ykZraJB2vngYZ0dl0EkSqYzk6SJEnS8BvJIJJGx449O2Z+nm8+JGiYYNi0HlLfrRpbxTnrz2Hr5FYOTh3kwPEDHJ46zPHp48CpwMxEZWJWEKcx2NMYCGpc101wpl0Z3a5bLquZPy1aYzCpXaCpHmBqDDZVa1WOnTw2E2yq1WrUKHqtj8f4rPR5zaOaTqcvJDOTqWo52ujkMaZr08XcRuNrOXPtmawdX8u6VetYN7GOtRNrT6v3Lmm4HZ8+zm2HbwOK/zPvufGeHR1fzWJOJNu9kiRJkoadQST11Y69DUGkLfMHkaq1KqsmVtnbXlpGY5Uxzlx7JpvXbObIiSNMVacWDNgsJjikwnhlfMF0dZm54IimxkBUtVZlOk+NcpqqTs2MaJquThMR8waZ6qOdhvU6TdemOXby2Mxoo/HKOJMTk2xZu4U142uKoFEZOJoYW7Fz4UgasN0Hds+M2j1vw3kdj36sZa1IeWq7V5IkSdKQM4ikvpmuTXPTvptmni9mJFIFe2RKgxARnLH6DM7gjEFXZcWJCCbGJphg/oBILWuLHtXUmCqvvv549Xjb+ZoqUZkTZKoHn/odbMpMjk8f59j0sWL0Va3KmokiWLR1cuusuY3Wjq8d2uCXpJVlKfMhQdnuDdPZSZIkSRp+BpHUNzv37+RE9QQAd1t/Nzau2Tjv/s6JJEntVaJS9HRf4E9kc/Cok/maTkyfKNLpNaTXawwotZq3qZv5mk5WT84EjY5PH2dibIK142tngkaTE8XcRpMTk442kjSUGudD2rZpW8fHm8ZZkiRJ0qgwiKS+uXHPjTM/LzQKCU7lhrdHpiR1b6wyxhhjC6ZWWmhEU/Oopsb5mo5PH581Mqo+X1P9C9FWQabp2jTHp49z9ORRarVaMcKoHG00OTFZBI4cbSRpRMwaibS5s5FItazNShkrSZIkScPMIJL65sa9p4JI27duX3D/Wu3Ul5CSpP6qj/xczeq2+2Tmokc1tZqv6Vj12MzxYzHG2om1nD15dpGurhxptG7VugXnjZKkYbNzf/cjkeqp7Bx9L0mSJGkU+K2N+qaTkUiZSWZ6Qy1JQyQiGI/xBYM8mblgoGmsMjaTpm7N+Bp730saaY0jkS7adFFH+CMTuAAAIABJREFUx84Ekew4JUmSJGkEGERS3+zYs2Pm5+1b5h+JVE9l5820JI2eiGBibML5iyStCPuO7ePA1AEAJicmOXvd2R0dX60V84CawlmSJEnSKPDORX2x9+hevnf0ewCsGV/DBRsvmHf/WtaoVByFJEmSpOHWOApp26ZtHY+srGWNiLDdK0mSJGkkGERSXzSmsrtkyyUL3iTXsjYzIbskSZI0rJYyHxKU7V5s90qSJEkaDQaR1Bez5kPaMv98SFCk9XAkkiRJkoZd80ikTtXTOJvOTpIkSdIo8M5FfXHj3oYg0taFg0j2yJQkSdIo2Hng1EikCzdd2PHxpnGWJEmSNEoMIqkvduzZMfPz9q3bF9y/msUEw95MS5IkaZgtdSSSaZwlSZIkjRKDSOq5E9UT3Lz/5pnnix2JVImKN9OSJEkaWtVald0Hd88873YkUkSYzk6SJEnSSPDORT138/6bOVk7CcB5G85j/ar1Cx5TrTkSSZIkScPttiO3caJ6AoCtk1s5Y/UZHZcxMxLJdq8kSZKkEWAQST13457O5kOCciQSTjAsSZKk4bVr/66Zn7sZhQRl56kYs90rSZIkaSR456KemxVE2rK4INLMnEims5MkSdKQ2nlg58zP3cyHBFCjSGdnu1eSJEnSKDCIpJ5rDCJt37p9UcdUs1rcTJvWQ5IkSUNq14FdMz93OxKpVquZxlmSJEnSyDCIpJ7KzO7S2dXK3PD2yJQkSdKQmjUSafO2jo/PTDKTSpjGWZIkSdJo8M5FPXXnXXey//h+ACYnJjlvw3kLHpOZxQTD9siUJEnSEFvqSKRa1qhExY5TkiRJkkaGQST11I17G1LZbdm+qB6WtXQUkiRJkobbsZPHuO3wbQCMxdiiOks1q2aVSsVRSJIkSZJGh3cv6qkde3bM/LzYVHb1m2lHIUmSJGlY7T64e+bne264J6vGVnVcRj2Vne1eSZIkSaPCIJJ6qqv5kByJJEmSpCE3az6kTdu6KqOaVdu9kiRJkkaKQST11I69XYxEqjkSSZIkScNt1nxImzufDwmKzlMRYTo7SZIkSSPDuxf1zNT0FDv3Fz00g+CSLZcs6rha1hjDHpmSJEkaXvV2LnQ/EmlmBL6dpyRJkiSNCINI6pmb9t1ENasAXLDxAiYnJhd1XDWrjFXG7JEpSZKkoTVrJNKm7kYiVWtVKlGx3StJkiRpZHj3op5pnA9p+9btiz6uljUnGJYkSdLQysyezIk00+51BL4kSZKkEWEQST3TbRCpWitGInkzLUmSpGG0//h+Dk0dAmByYpKz153dVTm1rBXtXjtPSZIkSRoRBpHUMzv27Jj5+dKtly76uFrWqOBIJEmSJA2nm/ffPPPzhZsuJCK6Kqfe7jWdnSRJkqRR4d2LeiIzuXHvqZFIl25ZfBCpmlXTekiSJGloNc6H1G0qO7DdK0mSJGn0GERST9x+5PaZFB8bVm/g7mfcfdHHVrNKpeJIJEmSJA2nxiDShZsu7LqcWtZs90qSJEkaKQaR1BOz5kPasr2jFB+ZyVg4J5IkSZKG084DO2d+XspIpFrWGIsx09lJkiRJGhnevagnGoNIncyHlJlUa1UnGJYkSdLQmjUSafMSRyKZzk6SJEnSCDGIpJ7YsXfHzM/bt25f9HH13pjeSEuSJGkYVWtVdh/YPfO825FItawRBJWodDRqX5IkSZIGySCSemLWSKQtix+J5HxIkiRJGma3Hb6Nk7WTAJw1eRbrV63vqpyZUUi2eyVJkiSNEINIWrKjJ4/O9M6sRIWLt1y86GPNCy9JkqRhdvOBm2d+vnCTqewkSZIkrSx+c68lu2nvTSQJFDfWa8bXLPrYaq0cieTNtCRJkoZQr+ZDqs8DaucpSZIkSaPEOxgtWWMqu07mQ4JyJBJjpvWQJEnSUNq5f+fMz93OhwTlnEgRtnslSZIkjRSDSFqyG/d2Nx8SFHMijVXGHIkkSZKkoTRrJNIS09mNYbtXkiRJ0mgxiKQlaxyJdOnWzoJI9siUJEnSMNt5oDcjkapZpRIV09lJkiRJGinewWhJalljx54dM887DSJVa1XGwh6ZkiRJGj5HTx7ljiN3ADBeGee8Ded1XVYta8VcoHaekiRJkjRCDCJpSW49dCt3nbwLgE1rNnH2urM7Or6WNSrhzbQkSZKGz+4Du2d+Pm/DeUyMTXRdVi1rdp6SJEmSNHIMImlJmlPZRURHx1fTkUiSJEkaTo2p7JYyHxIUI/AjwnR2kiRJkkaKdzBakllBpC2dpbID03pIkiRpePUyiJRk0XnKdq8kSZKkEWIQSUuyY2/38yGBaT0kSZI0vHYd2DXz87ZN25ZUVn0uUEciSZIkSRol3sFoSZrT2XWqWqsyVvFmWpIkScOnMYh04ealjUSqZY2IsPOUJEmSpJHiN/fq2pETR7jl0C0AjFfGudeZ9+ro+HpvzLEY63guJUmSJKmfMpOd+0+ls1vqSKRa1hirmM5OkiRJ0mgxiKSuNaayu2jTRawaW9XR8dWsOh+SJEmShtK+Y/s4fOIwAOsm1nHW5Fldl5WZZCaVqDgCX5IkSdJI8Q5GXWtMZbd96/aOj6/Ph+SNtCRJkobNzgOzRyEtZeR8LWtUomIqO0mSJEkjx2/v1bUde06NROp2PiRvpiVJkjSMGoNIS50PqT4C385TkiRJkkaNdzHqWuNIpG6CSDM9Mk1nJ0mSpCHTOB/ShZuWFkSqp7Kz3StJkiRp1BhEUleqtSrf2PuNmeddjUTKKmMx5kgkSZIkDZ1dB3bN/LzUIJLtXkmSJEmjyiCSuvLtg9/m2PQxALZObmXr5NaOy6hljUrFHpmSJEkaPs1zIi1FfQS+6ewkSZIkjZqRvIuJiPMi4i8i4raImIqIXRHxhojY3GE5Z5bH7SrLua0s97x+1f10cePehlR2WzofhQTFaCZ7ZEqSJHXHNnH/TNemueXgLTPPexVEsvOUJEmSpFEzPugKdCoi7gV8FjgbeD9wI/Ag4IXAT0TEwzJz7yLK2VKWcwnwMeA9wKXAs4GfioiHZObN/XkXo2/Hnh0zP2/fur2rMryZliRJ6o5t4v669dCtnKydBODsdWezbtW6JZVXrVWLdq+dpyRJkiSNmFEcifQ2ipvlX83Mn8nMl2Xmo4DXA9uBVy6ynFdR3Cy/PjMfXZbzMxQ33meXr6M2btzTMBKpi/mQoAgiORJJkiSpK7aJ+6iX8yGB6ewkSZIkja6RuouJiIuAxwK7gLc2bb4SuAt4RkTM21Ww3P6Mcv8rmza/pSz/x8vXUws79p4aidRtEKmaVedEkiRJ6pBt4v7r5XxIUHaeqozZ7pUkSZI0ckYqiAQ8qnz8SGbWGjdk5mHgM8Ak8OAFynkIsBb4THlcYzk14CPl08uXXOPT0MHjB7nt8G0ATFQmuu6d6UgkSZKkrtgm7rPGINJFm5ceQ6tljQqms5MkSZI0ekZtTqT65DvfaLP9JopemZcAH11iOZTlzCsi/rXNpu6G54yAxlFI9z7z3kyMTXRVTrVWZawyZloPSZKkzgxdmxhOr3bxzv29HYlUzarp7CRJkiSNpFG7i9lYPh5ss72+ftMylbMi9WI+pGqtylgUAaSI6FXVJEmSVgLbxH3WlzmRTOMsSZIkaQSN2kikhdSjEblc5WTmA1sWUPTE/KEl1mMo9SSIVJ8PyZQekiRJvbbsbWI4fdrFd524i+/e9V0Axivj3GPDPZZcZj2NsyORJEmSJI2aUbuLqfeG3Nhm+4am/fpdzorUGETavnX7PHu2V8salbA3piRJUhdsE/fR7oO7Z36+54Z7Ml5Zer+7mbavHagkSZIkjZhRCyLVJ+Npl5f94vKxXV73Xpez4kzXprlp300zzy/dsrR0dt5IS5Ikdcw2cR/NSmW3uTep7IIwjbMkSZKkkTRqQaSPl4+PjZidCyIizgAeBhwDPrdAOZ8r93tYeVxjORWKiYgbX0+lXQd2caJ6AoBz1p3D5rWbuyrHkUiSJElds03cRzfvv3nm522bti25vGqtartXkiRJ0sgaqSBSZn4L+AiwDXhe0+argXXAOzPzrvrKiLg0ImYNl8nMI8C7yv2vairn+WX512XmzWiWXsyHBKfywjsSSZIkqTO2ifurcSTSRZsuWnJ5SZrKTpIkSdLIWnqC7+X3K8BngTdFxKOBG4AfAS6nSLXxW03731A+NueOeDnwSODXI+IHgc8D9wGeCNzJ3BtyATv27Jj5eSlBpGpWqVTskSlJktQl28R9svPAzpmfezUSaawyRiVGqv+eJEmSJAEjNhIJZnpeXgZcQ3Gj/GLgXsCbgIdk5t5FlrMXeEh53L3Lcn4EeAfwwPJ11OTGvY5EkiRJGjTbxP2RmT2fE6maVSLCzlOSJEmSRtIojkQiM28Bnr3IfdvOXpuZ+4AXlosWoTGd3fYt27sup1qrUhl3JJIkSVK3bBP33p6jezhy4ggA61etZ8vaLUsuMzMZw85TkiRJkkbTyI1E0uDsO7aPO++6E4DVY6u5YNMFXZflSCRJkiQNm1mjkDZdSETb2NuiVbNKJSqms5MkSZI0kryT0aI1zod08ZaLGa90P5DNOZEkSZI0bHo9HxIUnads90qSJEkaVQaRtGiNqeyWMh8SnBqJZI9MSZIkDYvGIFIv5kMCR+BLkiRJGm1+g69FmxVE2rK0IFK1VmWs4s20JEmShsfO/Q1BpE29CSJVa1Uiws5TkiRJkkaSdzJatBv39mYkUrV2Ki98L/LMS5IkSb3QPCdSLyRZjEQynZ0kSZKkEWQQSYtyonqCb+371szz7Vu3d11WfXJhRyFJkiRpWJysnuSWQ7fMPL9g0wU9Kbdaq5rGWZIkSdLI8k5Gi3Lz/ps5WTsJwD3OuAcbVm/ouqzMLFLZ2RtTkiRJQ+LWw7cyXZsG4Nz15zI5MdmTcmtZIyLsQCVJkiRpJEVmDroOp6WI2Lt27doz77393kxNT438yJsDUwe49dCtAJyx6gzO33h+12XVskY1q6weW83E2ESvqihJklagG264gWPHju3LzC2Drotaq7eLz7930X4cj/EB16i1wycO8+2D3wZg3cQ6tm3a1pNyp6pTrBpbxZrxNT0pT5IkqRXbxZL6xSBSn0TEFDAG/Nug67KC1SduunHevdRPXoPB8xoMlud/8LwGg9fva7ANOJSZvZnARj1nu3jg/Ds4eF6DwfMaDJbnf/C8BoO3HNdgG7aLJfXBcHYDPD18DSAzHzjoiqxUEfGv4DUYJK/B4HkNBsvzP3heg8HzGgjbxQPlZ3DwvAaD5zUYLM//4HkNBs9rIGmUOSeSJEmSJEmSJEmS5jCIJEmSJEmSJEmSpDkMIkmSJEmSJEmSJGkOg0iSJEmSJEmSJEmawyCSJEmSJEmSJEmS5ojMHHQdJEmSJEmSJEmSNGQciSRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiNRjEXFeRPxFRNwWEVMRsSsi3hARmwddt9NJeV6zzXJHm2MeGhH/FBH7IuJoRHw1Il4UEWPLXf9RERFPjog3R8SnIuJQeX7fvcAxHZ/niHh8RFwfEQcj4khE/L+IuKL372j0dHINImLbPJ+LjIj3zPM6V0TE58vzf7C8Ho/v3zsbDRGxJSL+e0T8fUR8MyKOlefn0xHx3yKi5f+jfg56o9Pz72egPyLi1RHx0Yi4pbwG+yLiyxFxZURsaXOMnwHZLl4GYZt4WXTSHms4xr+DPdTJNbA90HudtskajvNz0AOdnn8/A/0RtoklrWCRmYOuw2kjIu4FfBY4G3g/cCPwIOByYAfwsMzcO7ganj4iYhewCXhDi81HMvM1Tfs/Efg74DjwXmAf8NPAduDazHxKXys8oiLiK8D9gSPAd4BLgb/MzKe32b/j8xwRzwfeDOwtjzkBPBk4D3htZr6kx29rpHRyDSJiG7AT+DfgH1oU97XMvLbFca8BXlyWfy2wCngqcCbwgsx8Sy/eyyiKiF8C/hi4Hfg48G3gHOBngY0Uv+9PyYb/TP0c9E6n59/PQH9ExAngS8DXgTuBdcCDgcuA24AHZ+YtDfv7GZDt4mVim3h52CYePNvEg2WbeLBsEw8H28SSVrTMdOnRAlwHJMV/ro3rX1euf/ug63i6LMAuYNci991A8R/8FHBZw/o1FF9uJPDUQb+nYVwovui5GAjgkeW5enevzjOwjaJBtRfY1rB+M/DN8piHDPo8jNA12FZuv6aD8h9aHvNNYHNTWXvL67NtKe9hlBfgURQN/UrT+nMpbt4SeFLDej8Hgz3/fgb6cx3WtFn/yvLcva1hnZ8Bl/r1s128POd5F7aJl+M82yYerWtge6D359828Widfz8D/bkOtoldXFxW7GI6ux6JiIuAx1LcyL21afOVwF3AMyJi3TJXTUWvjbOA92TmF+srM/M48D/Lp788iIoNu8z8eGbelJmLGbLYzXl+DrAaeEtm7mo4Zj/wqvLpL3VZ/dNCh9egG/Xz+8ryvNdfdxfF37LVwLP79NpDLzM/lpn/mJm1pvV3AG8vnz6yYZOfgx7q4vx3w8/AAsrf31b+pny8uGGdnwHZLh5etom7ZJt48GwTD5Zt4sGyTTwcbBNLWskMIvXOo8rHj7T4j/0w8BlgkmKoq3pjdUQ8PSJeHhEvjIjL2+SVrV+bD7fY9kngKPDQiFjdt5quDN2c5/mO+VDTPlq8u0fEc8vPxnMj4gfm2ddr0L2T5eN0wzo/B8un1fmv8zOwPH66fPxqwzo/AwLbxcvNNvFw8e/g8LA9sDxsEw+WbeLBs00s6bQ3PugKnEa2l4/faLP9JooemZcAH12WGp3+zgXe1bRuZ0Q8OzM/0bCu7bXJzOmI2Al8H3ARcENfaroydHOe5zvm9oi4CzgvIiYz82gf6ny6eky5zIiI64ErMvPbDevWAfegmDPh9hbl3FQ+XtKneo6siBgHnlk+bWzk+zlYBvOc/zo/A30QES8B1lPk3r8MeDjFzfIfNOzmZ0Bgu3i52SYeLv4dHB62B/rMNvFg2SYeDNvEklYiRyL1zsby8WCb7fX1m5ahLivBO4BHU9w0rwO+H/hfFDlkPxQR92/Y12uzPLo5z4s9ZmOb7ZrtKPB7wAMp8iZvBh5BMfnqI4GPNqUO8rPRvT8A7gf8U2Ze17Dez8HyaHf+/Qz010soUpG9iOJm+cPAYzPzew37+BkQ+NlaTraJh49/BwfP9sDysU08WLaJB8M2saQVxyDS8onysV85nFeUzLy6zAv83cw8mplfy8xfopiseS1wVQfFeW2WRzfn2WvTgcy8MzN/JzO/lJkHyuWTFL29/x9wb+C/d1N0Tys64iLiV4EXAzcCz+j08PLRz0GX5jv/fgb6KzPPzcyg+LL6Zyl6Tn45In6og2L8DAi8pj1jm3gk+Xewz2wPLA/bxINlm3hwbBNLWokMIvXOQj0CNjTtp/6oTyr5Yw3rvDbLo5vzvNhjDi2hXiteZk4Df1Y+7eSzsVBPqBUnIp4HvBH4OnB5Zu5r2sXPQR8t4vy35Gegt8ovq/+e4ouILcA7Gzb7GRDY9hoGtokHx7+DQ8r2QO/YJh4s28TDwTaxpJXEIFLv7Cgf2+WIvbh8bJcbXr1xZ/nYODS77bUpcwhfSDEJ5c39rdppr5vzPN8xd6O4jt8x329P1IfWz3w2MvMu4FZgfXm+m/l3q0FEvAh4C/A1ipu1O1rs5uegTxZ5/ufjZ6DHMnM3xZcX3xcRW8vVfgYEtouHgW3iwfHv4HCzPbBEtokHyzbx8LFNLGklMIjUOx8vHx8bEbPOa0ScATwMOAZ8brkrtsI8pHxs/I/4Y+XjT7TY/8eASeCzmTnVz4qtAN2c5/mO+cmmfbQ0Dy4fm78Y8hosQkS8FHg98BWKm7U72+zq56APOjj/8/Ez0B93Lx+r5aOfAYHt4mFgm3hw/Ds43GwPLIFt4sGyTTzUbBNLOr1lpkuPFuA6itykL2ha/7py/dsHXcfTYQG+DzizxfoLgJvKc/3yhvUbKHrbTAGXNaxfA3y23P+pg35fw75QTMCZwLvbbO/4PFP0vjkO7AW2NazfDHyzPOYhg37vw7Is4hr8CLCqxfpHlec5gYc2bXtouf6bwOaG9dvK63K88dqsxAX47fIcfbHV356mff0cDPb8+xno/fm/FDi3xfoK8Mry3H2mYb2fAZf69bNd3P9zbJt4MOd9ofaYfwcHfw1sD/TnvNsmHp3z72eg9+ffNrGLi8uKXiLT+dh6JSLuRfGfwdnA+4EbKP7zvpxi2O9DM3Pv4Gp4eoiIq4CXUfRy3QkcBu4F/BTFf8j/BPznzDzRcMzPANdS/If8HmAf8ARge7n+59IPwxzlefuZ8um5wI9T9Fj6VLluT2a+pGn/js5zRLwAeBNFQ+m9wAngycB5wGsby1+JOrkGEXE9xRdK1wPfKbf/AMXNAsBvZ+YrWrzGa4FfL4+5FlgF/BeKvM4vyMy39PRNjZCIuAK4hqJH2ZtpnQd8V2Ze03CMn4Me6fT8+xnovTJlyh8BnwS+RfE7eg7wCIpJhO8AHp2ZX284xs+AbBcvA9vEy8c28eDZJh4s28SDZZt48GwTS1rxBh3FOt0W4J7AO4DbKf7Y76aY8HDeniIuHZ3jRwB/DdwIHABOUvTw+GfgmVAER1sc9zCKm+n9FClU/h34NWBs0O9pWBfgKoreLu2WXb04z8BPA5+g+PLjLuALwBWDfv/DsHRyDYD/BnwA2AUcoej19G2KxuePLvA6V5Tn/a7yOnwCePyg3/+gl0Wc/wSub3Gcn4MBnH8/A325BvcD3kqRNmUPRe72g+W5uoo27Rs/Ay7lNbVd3N/za5t4+c71Qv8f7erFefbvYG+uge2BgZx/28RDdP79DPTlGtgmdnFxWdGLI5EkSZIkSZIkSZI0R2XhXSRJkiRJkiRJkrTSGESSJEmSJEmSJEnSHAaRJEmSJEmSJEmSNIdBJEmSJEmSJEmSJM1hEEmSJEmSJEmSJElzGESSJEmSJEmSJEnSHAaRJEmSJEmSJEmSNIdBJEmSJEmSJEmSJM1hEEmSJEmSJEmSJElzGESSJEmSJEmSJEnSHAaRJEmSJEmSJEmSNIdBJEmnjYi4PiJy0PXopYi4OCL+PiLuiIiMiAODrtNCImJ9WdcP9KCsL0bEkV7Ua1RExP3K8/eWQddFkiSNHtvEw8E28dLYJpYkaXgYRJI0S9lQz4jYHRFr2uyzq9xnfLnrt5JExBjwD8DjgA8AVwN/MM/+2eHyrOV5J6eXiHh8i3N5IiJuiYi/jogHDrqOdRGxJyK+Nuh6SJI0amwTDw/bxMPJNrEkSSuHjV1J7ZwPvIh5btDUdxcC9wX+NDN/cRH7X91i3YuAjcAbgeYem19ZWvXaugu4D9CL3pJPAlb3oJx+uAn4q/LnM4CHAk8FnhwRj8/M67os9xsU52//0qsoSZKWyDbx4Nkmtk0sSZIGyCCSpFb2Awn8ZkT8WWbuGXSFVqi7l4+3LWbnzLyqeV3Zs3Ij8IbM3NWrii1QjwRu7FFZu3tRTp98o/mcR8RrgV8HXgN0dcOcmSfo0fmTJElLYpt4ONgmtk0sSZIGyHR2klo5CvwesAG4cjEHRMQjyxQGV7XZvisidjWte1Y9hUREPCYiPhURRyLiexHxjojYVO73gIj4QETsL7f/n4jYNk9dVkfEKyJiZ0RMRcS3IuLKiFjVZv9LI+KaMvXCVER8NyL+KiK2t9j3mrLOF0XECyLiqxFxLCKuX+R5emBE/F1E3Fm+1u6IeFtE3K1pvwQ+UT69siFFxFWLeZ1ORJljPSLWluftm2UqireU27dExMsi4hMRcVu57bvl+/ihFuW1zP8eEa8p118WET8fEf9anrs9EfGuiDi7Xd2a1tVTZ7wkIh4UEddFxMHyPfzfdqkzIuL8iHh3+XpHy9f/L43lLe1MAvDW8vF+EbG24bUnI+J3IuI/yvd8MCI+HhFPbFHPlvnfI+Lacv1ZEfHCiPh6RByPiNsj4i0Rsa75HAFbgO+L2WlG3tKw36Mj4kMRcWv5+3h7RHwmIl7ag3MhSdKos01sm9g2cXdsE0uSdBpxJJKkdt4KPB94bkS8OTO/0cfXegLweIoc52+nSIHwLODCiHgZ8FHgU8CfA98P/DRwr4j4/systSjvb4AfBq4FTgJPBK4CLouIJ5S9AgGIiJ8A3gdMAP8IfBM4D/hZ4Kci4vLM/FKL13gj8KPAB4F/AqoLvcmIeDzwd0CUddsNPBD4ZeCJEfGwhp6RVwPbgCsobpyvL9dfT39UKM7/doregnvL+gE8oKzP9cD7gYMUaUWeADw+Ih6TmZ/s4LV+g+J6vx/4OPAw4OkUN5mXZeaC57L0cOAVZb3+FLgI+Bng+oi4X2OPzYg4D/gXip6sHwW+ANwD+N/Ahzqo+0Ki4ecsX3stxft8EPDvwJspvox6CvAPEfFbmfmqDl7jrcCjKX73Pgw8BngecAHFZwOK9B9XU5zrI8DbGo7/fFmvJ1H8Hu4F/g9wB7CVIl3Mc4FXd1AnSZJOV7aJbRPbJu6cbWJJkk4nmeni4uIys1A08r9T/vzk8vn7mvbZVa4fb1j3yHLdVW3K3QXsalr3rPKYaeARDesrwD+X2/YBP9903J+X257YtP76cv03gM0N69dQ3Cwl8IyG9Zsp0pTsAe7bVNb3UdxofKlp/TVlObcCF3ZwXteXr1MFfrRp20vLMj/StH7ec7rI161fq23z7PPFcp/PA5tabD+z8Xw2rL9X+Z6+0OK9JvCBpvWvKdfvBS5pWB8UN88JPK5F3Y40rXt8uW8CT27a9uJy/R82rX9vuf63m9Y/uPz9S+Alizyn9df/QIttryu3/Vsa7T5bAAAgAElEQVTDuleW664FxhrW3wO4vfyd+MGG9fcr939LU9nXNvx+361h/aqGa9j8e7wH+Fqb93Fdecy9W2zb2u3vnIuLi4uLy+mwYJu4vs028anttolbv75tYhcXFxcXl9N8MZ2dpLYy81qKG83/HBEP7+NL/XVm1tNUkEVPyneVT7+WmX/ZtP87y8cfbFPe72XmzASsmXkc+M3y6XMa9nsmsAm4MjO/3lhAZv4HRU++B0TEfVu8xh9m5s553lOzJ1KkUXhvZn6qadtrKW5sHxMR53dQZq/9ZmY2TzRMZu5rPJ8N679F0VvvsojY0sHr/FE29OLNzAT+rHz6oA7Kua78HW30J83lRMQZFL1o7wT+qHHnzPwc8LcdvGajSyLiqnJ5TUT8C/BrFDfgv9Gw33PKdS/Ohh6lmXkrxSTdFWb/Xi7kdzLz9oZyTlD0HoXOzh8UN8zH56x0zgdJkmbYJrZNDLaJ52GbWJKk05zp7CQt5MXAZ4HXRsSDy5ubXvtii3X1iXP/tcW2W8vH89qU94kW6z5FcdPygIZ1Dykf7x+t86pfUj7eB/h607bPt3ntdup50j/WvCEzpyPikxSpOh4AfLvDsnul7XuKiMuBF1DckJ1Nkeqk0d0pelMuRqvrfUv5uHmRZbQsJzMPR8TBpnLuR/H/3b+WX540+zTw1A5et+5iTs2PMA18lyJtzB9l5hcBosjrfy6wI1tPiFz/fXhAi23t9Or8/SXwWOArEfFeivQin2m8GZckSTNsE9smtk3cmm1iSZJOcwaRJM0rM/8lIq6lSOPxcxQpEHrtYIt104vY1nzTVvfd5hWZWY2IvRQ3e3X1noK/sED91rdYd8cCxzTbWD62uxmpr9/UYbm9cjQzD7faEBFPp+jpeoQipcpO4C6KHnuPpfjiYXUHrzWnZyenrunYEsupl9VYTv3cz/m9WGD9Qj6YmY9fYJ9+XPeenL/MfGc5QfOLKPK9/wpARHwOeFljT2hJklY628SAbWLbxK3ZJpYk6TRnEEnSYryMIvXE70fE37fZpz6Zb7u/KxtpffPbD+fQ1HMxIsYobpAPNayu1+f+mfnVDl+j096n9dc6t832uzXtt9zmez+vAA4DD8jMmxs3RMTFnOq9Oqzq1/ycNtvbre+Fob7umfk+4H1lepMHU0wM/Vzgn8pJum+etwBJklYW28Rz2SbGNvEiDPV1t00sSdL8nBNJ0oLKPN9vAy6kSN/QSj0/+D2bN0TEvVne3oSPaLHuRylu5r/csO5zDdv6rf66j2zeEBHjQD2//peWoS6LVtbtAuArLW6WJxj+m2WAf6folfjAiFjTYnvf5jYo02DcAdwrIuZ8NoDLy8d+Xfcqi+iJmZmHM/OfM/MFwOuBSeAxfaqTJEkjyTZxT9gmHhzbxAuwTSxJUmsGkSQt1u9SpAz4LVqnsriRonfbEyNiJj1GRKwF3rQsNTzltyNiJg92eZP0++XTdzTs9w6K93RlRMyZfDUiKhHxyB7V6R+AfcDTIuLBTdteBFwE/N/MHFTu95Yyc5oi3/73RcTW+vqIqFCc0wsHVbfFKlOS/ANF2pb/0bgtIn4EeEqfq/AOijQzry7PW/21707RozmZ/XvZS3uBu5VfbswSEY+JiFYpV+q9UI/2qU6SJI0y28RLY5t4QGwT2yaWJKlbprOTtCiZuS8iXgX8YZvtJyPijcBvA18uU3yMU/Tcuo1TkwIvhxuA/yjz1p+kSDtyL+CDwLsa6rw3Ip4M/D3wuYj4KPAfFGlIzqfoUbgFaNVTryOZeSQingP8LfCJiPhbivQiD6TIoX4HRcqEYfR64DXAVyPifRTn5xEUkx5/CPjJwVVt0V5M0bvydyPix4AvUExC/XPAPwI/w6n0M732CorPwdOA+0bEdcAZ5WtvAa7MzC/Pc/xSfBR4PvChiPgMxefhC5l5HfDHwOaI+ASwi6KH5o9Q9EL+BsXnQpIkNbBNvDS2iQfONrFtYkmSOmYQSVIn3kQx0ei2NtuvpOip9QvAL1LcBL4HuAr4ev+rN+PnKG7cfx64O0WvwauAP8jMWXnOM/OjEfEDwEuAH6e4WThBcYP/MeDvelWpzHx/RDwMeHn5WhspztHbgd/LzOX8UqETr6OYQPj5wHMoJhC+nuI8/wIjcMOcmd8ue7v+PsW5fzjF7+QVwFqKG+ZD7UtY0msfLXvv/g/gvwAvpPgd+zLwxjIHe7/8T4r39ziKtDFjwFuB64CrgZ8GfojiS5sqxZc4VwFvzswjfayXJEmjzDbxEtgmHhzbxLaJJUnqRjS1HSVJWlHK3sK/Cjw8Mz8z6PpIkiRJy802sSRJascgkiRpRYiIuzf3bI2IHwY+SZGb/4Iy370kSZJ0WrJNLEmSOmU6O0nSSnFDRHyJIsf/cWA7p9KOPM+bZUmSJK0AtoklSVJHHIkkSVoRIuL3KfKgnw+sB/YDnwX+MDM/O8i6SZIkScvBNrEkSeqUQSRJkiRJkiRJkiTNURl0BSRJkiRJkiRJkjR8DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiRJkiRJkiRJkuYwiCRJkiRJkiRJkqQ5DCJJkiRJkiRJkiRpDoNIkiRJkiRJkiRJmsMgkiSdRiLi+ojIiHjWoOvSiYjYVdb7kYOuiyRJkoabbV5JkqTlYxBJktQ3EbEtIq6KiBcNui7LLSJWRcTzI+ITEfG9iDgeEd+OiA9HxIsHXT9JkiT1xkps80bEgyPihRHx7oi4MSJqZYDsDzoo47KIeE9E3NbQVv6ziLh3P+suSZI6Mz7oCkiSTmvbgCuB3cAbBluV5RMRFwEfBC4tV00DR4B7lst/Al47mNpJkiSpx7ax8tq8HwY2dntwRFwB/BnF91IJHKJoJ/834KkR8YTM/FgvKipJkpbGkUiSJPVQRGwFrqcIIH0JeAywJjM3A+uBHwXePLAKSpIkSUt3DPg88Fbg2cBXFntgRPwA8KcUAaS/BM7JzE0Uwbh/BtYBfxcRZ/W4zpIkqQuORJIkqbfeSNGL8svAj2XmXfUN5c+fLhdJkiRpVJ2XmdX6kw7np/pdYAL4InBFvZzM3B0RPwt8naI9/TLANNCSJA2YI5EkjYzGiWgj4m4R8faIuCUijkXEDRHxaxFRadj/KRHxqYg4EBGHIuKDEXG/NmWvioifiog/jYh/i4g9ZV7u3RHxlxHxwDbH/X5Zp+9FxLlt9vlwuc+/RsRED87DT0TExyLiYPm+PhcRz1jksfV5ej4VEfsiYqp8j38REfdpc8w1Zf2viog1EXF1mff8WETcGRF/HRGXtDhuF/Dx8ukFZRmNy7PavN6ZEfG6iNhZ1u/W8rrcbXFnaHAi4kLgaeXT5zcGkCRJkhbDNu9MebZ5h1hjAKkTEbEJeFz59HXN5WTmEeDt5dOnRUR0X0tJktQLBpEkjaILKdKEPRfYQNGL7VLgdRSjQIhiQte/AR5C8bfuDIqblU9FxMUtynws8AHgvwM/AKylyM19PvBfgXY3rb9T1mUr8BfNGyPi+cCPU6R7eHpmnuzqHZ8q738AHwIuL99TFfhh4J0RMe8cO+UN6ecpUqk9nCKH+RTFe3w28KUoev61s5riBvl3KK7BCeAs4KnAlyPix5r2/x6wv/y5Bny3aTnW4jXOozifvwacTXEN7k5xXT4bEZvne49D4GlAADdl5mcHXRlJkjTSbPPa5j0dPZzidxngI232ua58vBvQMugnSZKWj0EkSaPo9cBO4P6ZuZHipvq3y23Pi4iXA78OvAjYmJkbgO8HdgCbgFe2KPMI8A7g0cDWzFyXmWuBCygmxx0H/iQizm88qLxBfjrFzeFPRsSv1LdFxHbgD8unL83MG5bypiPi4cCry6fvBu5ezrOzpXydXwd+sM2xE8D7gfsDnwR+DFhbnptzgdcCa4B3RcS92lThlym+bLgCWF+e+wdQ3ABPAn/TeMObmT8M1G/Qb8nMc5uW97Z4jTdT3IQ/NDPXUcwh9ETgAEWO9N+c5xQNg4eUj5+OiLMj4q0R8e2yd+ntEXFtRDx0oDWUJEmjwjavbd7T0X3Lxzsyc2+bfb7eYn9JkjQgBpEkjaIa8LjM/CpAZh7NzFcAH6MYBfJK4BWZ+cZ6OrHM/BrwC+XxT4iIVY0FZub1mfmczPxY481MZn47M3+NosflGoreizQdewPw0vLpayJie0SMU9z0rqWYHPYtPXjfV5fv7+PAMzPzjvL1D2TmS4E/p+hp2coVFL03vwA8NjM/lZknyuO/m5kvAf6Y4sb419qUsRH4xcx8Z713aWZ+haLX6V7gHOB5S3yPU8B/ysx/Kcufzsz/A7yi3P7kTguMiOtbpBVZ7PLIDl+u3uO3RjG58K9QfGFxtHx8EkWA6UWdvg9JkrTi2Oa1zbtoy9zmXYp6ur7b2u2QmccoAmqN+0uSpAExiCRpFL09Mw+0WP9/y8cTFGk+mn0GOE6RouLeHb7mP5aPD2uz/S0UaRfWUtxI/y5wGbAPeFZmZoevN0tEnEmRzgPg1W3Ke9U8RVxRPr41M6fa7PNX5eNj2mzf3bDPjMzcA/yv8mnHN7xN/qRNj8R/KB8vjIh1HZa5j7lpRRa7nOjwtTaVj8+h6C37y8CGsvfshcAHKb4UeW1E/GiHZUuSpJXFNq9t3k4sZ5t3Kervq1Wav0ZHy8f1fayLJElahPFBV0CSuvDvbdbfWT7uKidknSUzaxGxhyIH+Zw84+VN6/OAnwS2U/RCHGva7e6tXjgzMyKeXdbtsnIB+OXMbNvLrgMPoAg+1IBPt6nDzRFxC3DPxvVlD9EHlU9fFxGvnnNwof5e79lm+yfm+WLgE8DLgftFxKp6j88ufKHN+lsbft4E3LXYAjNzvpz3vVbvnBHAqzKzPikwmbkrIp4MfIPiHL8M+NQy1k2SJI0W27yt62Cbt4VlbvMuRZSPSwo4SpKk5WMQSdIour3N+uoC2xv3mWhcGRH3pUgNck7D6sMUPeQSWEVxE962R2Bm3l7mpq/3UPzbzPybeerSibPKx4P1dCVt3MrcG+IzKepf/3kha+cpe77XheKmfDNFj8ZuHG61MjOPR9TvN2dfuyFzhFPX6o3NG8v38ccUPWgfGRFjmVlt3k+SJAnbvLZ5T0/1wOfkAvvVt88JlEqSpOVlOjtJKryD4mb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1a076e90>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 521,
       "width": 840
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据不同的训练集大小，和最大深度，生成学习曲线\n",
    "vs.ModelLearning(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 4 - 学习曲线\n",
    "*选择上述图像中的其中一个，并给出其最大深度。随着训练数据量的增加，训练集曲线的评分有怎样的变化？验证集曲线呢？如果有更多的训练数据，是否能有效提升模型的表现呢？*\n",
    "\n",
    "**提示：**学习曲线的评分是否最终会收敛到特定的值？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 4 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图 max_depth = 3：\n",
    "1. 随着训练数据量的增加，训练集和验证集曲线的评分基本上都趋于平稳，$R^2$ 较高，属于较理想的曲线\n",
    "2. 如果有更多得训练数据，训练集和验证集曲线的评分基本上还会处于平稳状态，对于模型训练的提升有限\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 复杂度曲线\n",
    "下列代码内的区域会输出一幅图像，它展示了一个已经经过训练和验证的决策树模型在不同最大深度条件下的表现。这个图形将包含两条曲线，一个是训练集的变化，一个是验证集的变化。跟**学习曲线**相似，阴影区域代表该曲线的不确定性，模型训练和测试部分的评分都用的 `performance_metric` 函数。\n",
    "\n",
    "运行下方区域中的代码，并利用输出的图形并回答下面的两个问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1a1e3dd0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 443
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据不同的最大深度参数，生成复杂度曲线\n",
    "vs.ModelComplexity(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 5 - 偏差（bias）与方差（variance）之间的权衡取舍\n",
    "*当模型以最大深度 1训练时，模型的预测是出现很大的偏差还是出现了很大的方差？当模型以最大深度10训练时，情形又如何呢？图形中的哪些特征能够支持你的结论？*\n",
    "  \n",
    "**提示：** 你如何得知模型是否出现了偏差很大或者方差很大的问题？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 5 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 当模型以最大深度 1 训练时，模型的预测出现了很大的偏差，欠拟合，$R^2$ 分数较低，模型过于简单，训练集和验证集均达不到很高的分数\n",
    "- 当模型以最大深度 10 训练时，模型的预测出现了很大的方差，过拟合，训练集表现好，验证集分数较低，模型泛化能力差"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 6- 最优模型的猜测\n",
    "*结合问题 5 中的图，你认为最大深度是多少的模型能够最好地对未见过的数据进行预测？你得出这个答案的依据是什么？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 6 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 当模型以最大深度 4 训练时，模型能够最好滴对未见过的数据进行预测\n",
    "- 因为 $R^2$ 的分数在最大深度为 4 时较高，且偏差和方差均较小，训练集和验证集曲线的距离也较近"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第五步. 选择最优参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 7- 网格搜索（Grid Search）\n",
    "*什么是网格搜索法？如何用它来优化模型？*\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 7 - 回答:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 网格搜索（Grid Search）是一种通过遍历给定的参数组合来优化模型表现的方法，通过交叉验证(cross-validation)确定最佳效果参数\n",
    "- 网格搜索（Grid Search）只是在将参数组合好了，将数据使用k-fold的方式输入到模型中，然后评估模型的准确性\n",
    "  ___\n",
    "  参考\n",
    "* [网格搜索算法与K折交叉验证](https://ypw.io/GridSearchCV/)\n",
    "* [Sklearn-GridSearchCV网格搜索](https://blog.csdn.net/CherDW/article/details/54970366)\n",
    "* [Python机器学习包的sklearn中的Gridsearch简单使用](https://blog.csdn.net/selous/article/details/70229180)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 8 - 交叉验证\n",
    "- 什么是K折交叉验证法（k-fold cross-validation）？\n",
    "- [GridSearchCV](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html)是如何结合交叉验证来完成对最佳参数组合的选择的？\n",
    "- [GridSearchCV](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html)中的`'cv_results_'`属性能告诉我们什么？\n",
    "- 网格搜索时如果不使用交叉验证会有什么问题？交叉验证又是如何解决这个问题的？\n",
    "\n",
    "**提示：** 在下面 fit_model函数最后加入 `print pd.DataFrame(grid.cv_results_)` 可以帮你查看更多信息。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 8 - 回答："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **K折交叉验证** 在 k 折交叉验证中，将训练集数据平分到大小相同的 k 个容器内，运行 k 次单独的学习试验，每次实验中，从 k 个子集中挑选一个作为验证集，剩下的 k-1 个容器作为训练集，交叉验证的要点是，这个操作会执行多次，将 k 次实验测试结果取平均值，虽然比较耗时，但是学习算法的评估将更加准确\n",
    "- **GridSearchCV** 传入交叉验证 cv 参数，设置为 k 折交叉验证。对训练集训练完成后调用 best_params_ 变量，打印出训练的最佳参数组\n",
    "- **'cv_results_'** 保存不同超参数的组合方式，其计算结果以字典的形式保存\n",
    "- 网格搜索时如果不使用交叉验证，很难得到最优模型参数，但训练时间较短，交叉验证对每个参数组合进行训练，得到的模型比较准确\n",
    "\n",
    "---\n",
    "参考\n",
    "\n",
    "- [【机器学习】Cross-Validation（交叉验证）详解](https://zhuanlan.zhihu.com/p/24825503?utm_source=tuicool&utm_medium=referral)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 4：训练最优模型\n",
    "在这个练习中，你将需要将所学到的内容整合，使用**决策树算法**训练一个模型。为了得出的是一个最优模型，你需要使用网格搜索法训练模型，以找到最佳的 `'max_depth'` 参数。你可以把`'max_depth'` 参数理解为决策树算法在做出预测前，允许其对数据提出问题的数量。决策树是**监督学习算法**中的一种。\n",
    "\n",
    "在下方 `fit_model` 函数中，你需要做的是：\n",
    "1. **定义 `'cross_validator'` 变量**: 使用 `sklearn.model_selection` 中的 [`KFold`](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html) 创建一个交叉验证生成器对象;\n",
    "2. **定义 `'regressor'` 变量**: 使用  `sklearn.tree` 中的 [`DecisionTreeRegressor`](http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html) 创建一个决策树的回归函数;\n",
    "3. **定义 `'params'` 变量**: 为 `'max_depth'` 参数创造一个字典，它的值是从1至10的数组;\n",
    "4. **定义 `'scoring_fnc'` 变量**: 使用 `sklearn.metrics` 中的 [`make_scorer`](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html)  创建一个评分函数；\n",
    " 将 `‘performance_metric’` 作为参数传至这个函数中；\n",
    "5. **定义 `'grid'` 变量**: 使用 `sklearn.model_selection` 中的 [`GridSearchCV`](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html) 创建一个网格搜索对象；将变量`'regressor'`, `'params'`, `'scoring_fnc'`和 `'cross_validator'` 作为参数传至这个对象构造函数中；\n",
    "  \n",
    "如果你对python函数的默认参数定义和传递不熟悉，可以参考这个MIT课程的[视频](http://cn-static.udacity.com/mlnd/videos/MIT600XXT114-V004200_DTH.mp4)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[scikit-learn](http://scikit-learn.org/stable/model_selection.html#model-selection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 4\n",
    "#提示: 导入 'KFold' 'DecisionTreeRegressor' 'make_scorer' 'GridSearchCV' \n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.metrics import make_scorer\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "def fit_model(X, y):\n",
    "    \"\"\" 基于输入数据 [X,y]，利于网格搜索找到最优的决策树模型\"\"\"\n",
    "    \n",
    "    cross_validator = KFold(n_splits=10)\n",
    "    \n",
    "    regressor = DecisionTreeRegressor()\n",
    "\n",
    "    params = {'max_depth': range(1,11)}\n",
    "\n",
    "    scoring_fnc = make_scorer(performance_metric)\n",
    "\n",
    "    grid = GridSearchCV(regressor, params, scoring=scoring_fnc, cv=cross_validator)\n",
    "\n",
    "    # 基于输入数据 [X,y]，进行网格搜索\n",
    "    grid = grid.fit(X, y)\n",
    "\n",
    "    # 返回网格搜索后的最优模型\n",
    "    return grid.best_estimator_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 4：训练最优模型 （可选）\n",
    "在这个练习中，你将需要将所学到的内容整合，使用**决策树算法**训练一个模型。为了得出的是一个最优模型，你需要使用网格搜索法训练模型，以找到最佳的 `'max_depth'` 参数。你可以把`'max_depth'` 参数理解为决策树算法在做出预测前，允许其对数据提出问题的数量。决策树是**监督学习算法**中的一种。\n",
    "\n",
    "在下方 `fit_model` 函数中，你需要做的是：\n",
    "\n",
    "- 遍历参数`‘max_depth’`的可选值 1～10，构造对应模型\n",
    "- 计算当前模型的交叉验证分数\n",
    "- 返回最优交叉验证分数对应的模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# TODO 4 可选\n",
    "\n",
    "'''\n",
    "不允许使用 DecisionTreeRegressor 以外的任何 sklearn 库\n",
    "\n",
    "提示: 你可能需要实现下面的 cross_val_score 函数\n",
    "\n",
    "def cross_val_score(estimator, X, y, scoring = performance_metric, cv=3):\n",
    "    \"\"\" 返回每组交叉验证的模型分数的数组 \"\"\"\n",
    "    scores = [0,0,0]\n",
    "    return scores\n",
    "'''\n",
    "\n",
    "def fit_model2(X, y):\n",
    "    \"\"\" 基于输入数据 [X,y]，利于网格搜索找到最优的决策树模型\"\"\"\n",
    "    \n",
    "    #最优交叉验证分数对应的最优模型\n",
    "    best_estimator = None\n",
    "    \n",
    "    return best_estimator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 9 - 最优模型\n",
    "*最优模型的最大深度（maximum depth）是多少？此答案与你在**问题 6**所做的猜测是否相同？*\n",
    "\n",
    "运行下方区域内的代码，将决策树回归函数代入训练数据的集合，以得到最优化的模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter 'max_depth' is 4 for the optimal model.\n"
     ]
    }
   ],
   "source": [
    "# 基于训练数据，获得最优模型\n",
    "optimal_reg = fit_model(X_train, y_train)\n",
    "\n",
    "# 输出最优模型的 'max_depth' 参数\n",
    "print \"Parameter 'max_depth' is {} for the optimal model.\".format(optimal_reg.get_params()['max_depth'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 9 - 回答："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最优模型的最大深度（maximum depth）是 4，此答案与在问题 6 所做的猜测是相同的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第六步. 做出预测\n",
    "当我们用数据训练出一个模型，它现在就可用于对新的数据进行预测。在决策树回归函数中，模型已经学会对新输入的数据*提问*，并返回对**目标变量**的预测值。你可以用这个预测来获取数据未知目标变量的信息，这些数据必须是不包含在训练数据之内的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 10 - 预测销售价格\n",
    "想像你是一个在波士顿地区的房屋经纪人，并期待使用此模型以帮助你的客户评估他们想出售的房屋。你已经从你的三个客户收集到以下的资讯:\n",
    "\n",
    "| 特征 | 客戶 1 | 客戶 2 | 客戶 3 |\n",
    "| :---: | :---: | :---: | :---: |\n",
    "| 房屋内房间总数 | 5 间房间 | 4 间房间 | 8 间房间 |\n",
    "| 社区贫困指数（％被认为是贫困阶层） | 17% | 32% | 3% |\n",
    "| 邻近学校的学生-老师比例 | 15：1 | 22：1 | 12：1 |\n",
    "\n",
    "*你会建议每位客户的房屋销售的价格为多少？从房屋特征的数值判断，这样的价格合理吗？为什么？* \n",
    "\n",
    "**提示：**用你在**分析数据**部分计算出来的统计信息来帮助你证明你的答案。\n",
    "\n",
    "运行下列的代码区域，使用你优化的模型来为每位客户的房屋价值做出预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted selling price for Client 1's home: $411,931.58\n",
      "Predicted selling price for Client 2's home: $235,620.00\n",
      "Predicted selling price for Client 3's home: $922,740.00\n"
     ]
    }
   ],
   "source": [
    "# 生成三个客户的数据\n",
    "client_data = [[5, 17, 15], # 客户 1\n",
    "               [4, 32, 22], # 客户 2\n",
    "               [8, 3, 12]]  # 客户 3\n",
    "\n",
    "# 进行预测\n",
    "predicted_price = optimal_reg.predict(client_data)\n",
    "for i, price in enumerate(predicted_price):\n",
    "    print \"Predicted selling price for Client {}'s home: ${:,.2f}\".format(i+1, price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 10 - 回答："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 建议客户1的房屋销售价格为：\\$411,931.58，此价格介于客户2和客户3之间，与特征数据吻合，比较合理\n",
    "2. 建议客户2的房屋销售价格为：\\$235,620.00，贫困指数最大，学生/老师比例最大，教育投入较少，价格最低合理\n",
    "3. 建议客户3的房屋销售价格为：\\$922,740.00，房屋最多，贫困指数最小，学生/老师比例最小，教育资源最优，房价最高合理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 5\n",
    "你刚刚预测了三个客户的房子的售价。在这个练习中，你将用你的最优模型在整个测试数据上进行预测, 并计算相对于目标变量的决定系数 R<sup>2</sup>的值**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal model has R^2 score 0.85 on test data\n"
     ]
    }
   ],
   "source": [
    "#TODO 5\n",
    "\n",
    "# 提示：你可能需要用到 X_test, y_test, optimal_reg, performance_metric\n",
    "# 提示：你可能需要参考问题10的代码进行预测\n",
    "# 提示：你可能需要参考问题3的代码来计算R^2的值\n",
    "\n",
    "predicted = optimal_reg.predict(X_test)\n",
    "r2 = performance_metric(y_test, predicted)\n",
    "\n",
    "print \"Optimal model has R^2 score {:,.2f} on test data\".format(r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题11 - 分析决定系数\n",
    "\n",
    "你刚刚计算了最优模型在测试集上的决定系数，你会如何评价这个结果？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题11 - 回答"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[可汗学院-决定系数](https://open.163.com/movie/2011/6/H/L/M82IC6GQU_M83JDHCHL.html)\n",
    "* 决定系数值为：0.85，预测表现良好，模型准确度扔有待提高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型健壮性\n",
    "\n",
    "一个最优的模型不一定是一个健壮模型。有的时候模型会过于复杂或者过于简单，以致于难以泛化新增添的数据；有的时候模型采用的学习算法并不适用于特定的数据结构；有的时候样本本身可能有太多噪点或样本过少，使得模型无法准确地预测目标变量。这些情况下我们会说模型是欠拟合的。\n",
    "\n",
    "### 问题 12 - 模型健壮性\n",
    "\n",
    "模型是否足够健壮来保证预测的一致性？\n",
    "\n",
    "**提示**: 执行下方区域中的代码，采用不同的训练和测试集执行 `fit_model` 函数10次。注意观察对一个特定的客户来说，预测是如何随训练数据的变化而变化的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trial 1: $391,183.33\n",
      "Trial 2: $411,417.39\n",
      "Trial 3: $415,800.00\n",
      "Trial 4: $420,622.22\n",
      "Trial 5: $413,334.78\n",
      "Trial 6: $411,931.58\n",
      "Trial 7: $399,663.16\n",
      "Trial 8: $407,232.00\n",
      "Trial 9: $402,531.82\n",
      "Trial 10: $413,700.00\n",
      "\n",
      "Range in prices: $29,438.89\n"
     ]
    }
   ],
   "source": [
    "# 请先注释掉 fit_model 函数里的所有 print 语句\n",
    "vs.PredictTrials(features, prices, fit_model, client_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 12 - 回答："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 10 次训练得到的价格范围均在 \\$40,000剩下波动\n",
    "- 价格浮动：\\$29,438.89\n",
    "- 波动还是挺大的，所以模型还不够健壮，仍有优化空间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 13 - 实用性探讨\n",
    "*简单地讨论一下你建构的模型能否在现实世界中使用？* \n",
    "\n",
    "提示：回答以下几个问题，并给出相应结论的理由：\n",
    "- *1978年所采集的数据，在已考虑通货膨胀的前提下，在今天是否仍然适用？*\n",
    "- *数据中呈现的特征是否足够描述一个房屋？*\n",
    "- *在波士顿这样的大都市采集的数据，能否应用在其它乡镇地区？*\n",
    "- *你觉得仅仅凭房屋所在社区的环境来判断房屋价值合理吗？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 13 - 回答："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 1978年距离现在时间比较久远，目前购房市场的需求、目的、环境已经不能使用过去的模型来作简单的预估，只能说1978的数据只能作为参考，不一定具有价值\n",
    "- 数据中呈现的特征不能足够描述一个房屋，还要考虑现实中真实的购房目的、房屋所在地的未来发展趋势、潜力、规划等因素\n",
    "- 不能应用在其他乡镇地区，因为大城市与小乡镇的经济结构、人口密度、消费水平、人才水平、教育资源等都不一样\n",
    "- 仅凭房屋所在社区的环境来判断房屋价值不合理，还应该考虑房屋处在社区的位置，开发商品牌实力、物业服务水准、所处楼层、采光度、噪音、垃圾处理站位置等都会影响房屋价格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可选问题 - 预测北京房价\n",
    "\n",
    "（本题结果不影响项目是否通过）通过上面的实践，相信你对机器学习的一些常用概念有了很好的领悟和掌握。但利用70年代的波士顿房价数据进行建模的确对我们来说意义不是太大。现在你可以把你上面所学应用到北京房价数据集中 `bj_housing.csv`。\n",
    "\n",
    "免责声明：考虑到北京房价受到宏观经济、政策调整等众多因素的直接影响，预测结果仅供参考。\n",
    "\n",
    "这个数据集的特征有：\n",
    "- Area：房屋面积，平方米\n",
    "- Room：房间数，间\n",
    "- Living: 厅数，间\n",
    "- School: 是否为学区房，0或1\n",
    "- Year: 房屋建造时间，年\n",
    "- Floor: 房屋所处楼层，层\n",
    "\n",
    "目标变量：\n",
    "- Value: 房屋人民币售价，万\n",
    "\n",
    "你可以参考上面学到的内容，拿这个数据集来练习数据分割与重排、定义衡量标准、训练模型、评价模型表现、使用网格搜索配合交叉验证对参数进行调优并选出最佳参数，比较两者的差别，最终得出最佳模型对验证集的预测分数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# TODO 6\n",
    "\n",
    "# 你的代码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题14 - 北京房价预测\n",
    "你成功的用新的数据集构建了模型了吗？他能对测试数据进行验证吗？它的表现是否符合你的预期？交叉验证是否有助于提升你模型的表现？\n",
    "\n",
    "**提示：**如果你是从零开始构建机器学习的代码会让你一时觉得无从下手。这时不要着急，你要做的只是查看之前写的代码，把每一行都看明白，然后逐步构建你的模型。当中遇到什么问题也可以在我们论坛寻找答案。也许你会发现你所构建的模型的表现并没有达到你的预期，这说明机器学习并非是一项简单的任务，构建一个表现良好的模型需要长时间的研究和测试。这也是我们接下来的课程中会逐渐学到的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题14 - 回答"
   ]
  }
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